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mp4 | Video: h264,1280X720 | Audio: AAC, 44.1 KHz
Genre:eLearning | Language: English | Size:31.57 GB

Files Included :

1  Introduction to Courses and Instructor.mp4 (97.6 MB)
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2  Introduction to Instructor.mp4 (19.7 MB)
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3  Introduction to the Course Feedbacks and Review.mp4 (29.06 MB)
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10  Why Python and Jupyter Notebook Why Python.mp4 (41.11 MB)
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11  Why Python and Jupyter Notebook Why Jupyter Notebooks.mp4 (47.35 MB)
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12  Installation of Anaconda and IPython Shell Installing Python and Jupyter Anacon.mp4 (28.94 MB)
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13  Installation of Anaconda and IPython Shell Your First Python Code- Hello World.mp4 (44.05 MB)
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14  Installation of Anaconda and IPython Shell Coding in IPython Shell.mp4 (26.03 MB)
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15  Variable and Operator Variables.mp4 (68.04 MB)
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16  Variable and Operator Operators.mp4 (54.98 MB)
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17  Variable and Operator Variable Name Quiz.mp4 (23.22 MB)
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18  Variable and Operator Bool Data Type in Python.mp4 (27.14 MB)
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19  Variable and Operator Comparison in Python.mp4 (29.96 MB)
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2  Introduction to the Course Focus of  the Course-Part 1.mp4 (46.52 MB)
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20  Variable and Operator Combining Comparisons in Python.mp4 (45.59 MB)
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21  Variable and Operator Combining Comparisons Quiz.mp4 (19.77 MB)
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22  Python Useful function Python Function- Round.mp4 (22.78 MB)
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23  Python Useful function Python Function- Divmod.mp4 (18.91 MB)
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24  Python Useful function Python Function- Is instance and PowFunctions.mp4 (24.7 MB)
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25  Python Useful function Python Function- Input.mp4 (44.22 MB)
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26  Control Flow in Python If  Python Condition.mp4 (55.91 MB)
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27  Control Flow in Python if Elif Else Python Conditions.mp4 (41.47 MB)
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28  Control Flow in Python More on if Elif Else Python Conditions.mp4 (52.89 MB)
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29  Control Flow in Python Indentations.mp4 (75.92 MB)
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3  Introduction to the Course Focus of  the Course-Part 2.mp4 (38.01 MB)
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30  Control Flow in Python Comments and Problem Solving Practice With If.mp4 (93.2 MB)
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31  Control Flow in Python While Loop.mp4 (42.08 MB)
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32  Control Flow in Python While Loop break Continue.mp4 (59.91 MB)
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33  Control Flow in Python For Loop.mp4 (38.98 MB)
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34  Control Flow in Python Else In For Loop.mp4 (44.36 MB)
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35  Control Flow in Python Loops Practice-Sorting Problem.mp4 (64.7 MB)
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36  Function and Module in Python Functions in Python.mp4 (45.02 MB)
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37  Function and Module in Python DocString.mp4 (44.52 MB)
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38  Function and Module in Python Input Arguments.mp4 (44.5 MB)
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39  Function and Module in Python Multiple Input Arguments.mp4 (46.81 MB)
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4  Basics of Programming Understanding the Algorithm.mp4 (114.12 MB)
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40  Function and Module in Python Ordering Multiple Input Arguments.mp4 (33.83 MB)
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41  Function and Module in Python Output Arguments and Return Statement.mp4 (32.96 MB)
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42  Function and Module in Python Function Practice-Output Arguments and Return Statement.mp4 (62.2 MB)
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43  Function and Module in Python Variable Number of Input Arguments.mp4 (39.84 MB)
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44  Function and Module in Python Variable Number of Input Arguments as Dictionary.mp4 (41.8 MB)
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45  Function and Module in Python Default Values in Python.mp4 (58.29 MB)
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46  Function and Module in Python Modules in Python.mp4 (30.16 MB)
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47  Function and Module in Python Making Modules in Python.mp4 (73.86 MB)
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48  Function and Module in Python Function Practice-Sorting List in Python.mp4 (140.9 MB)
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49  String in Python Strings.mp4 (46.77 MB)
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5  Basics of Programming FlowCharts and Pseudocodes.mp4 (47.78 MB)
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50  String in Python Multi Line Strings.mp4 (32.59 MB)
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51  String in Python Indexing Strings.mp4 (66.62 MB)
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52  String in Python String Methods.mp4 (71.52 MB)
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53  String in Python String Escape Sequences.mp4 (51.85 MB)
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54  Data Structure (List, Tuple, Set, Dictionary) Introduction to Data Structure.mp4 (53.71 MB)
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55  Data Structure (List, Tuple, Set, Dictionary) Defining and Indexing.mp4 (60.6 MB)
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56  Data Structure (List, Tuple, Set, Dictionary) Insertion and Deletion.mp4 (46.62 MB)
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57  Data Structure (List, Tuple, Set, Dictionary) Python Practice-Insertion and Deletion.mp4 (34.67 MB)
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58  Data Structure (List, Tuple, Set, Dictionary) Deep Copy or Reference Slicing.mp4 (48.82 MB)
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59  Data Structure (List, Tuple, Set, Dictionary) Exploring Methods Using TAB Completion.mp4 (43.47 MB)
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6  Basics of Programming Example of Algorithms- Making Tea Problem.mp4 (56.82 MB)
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60  Data Structure (List, Tuple, Set, Dictionary) Data Structure Abstract Ways.mp4 (31.28 MB)
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61  Data Structure (List, Tuple, Set, Dictionary) Data Structure Practice.mp4 (115.87 MB)
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62  NumPy for Numerical Data Processing Introduction to NumPy.mp4 (34.78 MB)
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63  NumPy for Numerical Data Processing NumPy Dimensions.mp4 (64.69 MB)
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64  NumPy for Numerical Data Processing NumPy Shape, Size and Bytes.mp4 (22.59 MB)
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65  NumPy for Numerical Data Processing Arange, Random and Reshape-Part 1.mp4 (48.36 MB)
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66  NumPy for Numerical Data Processing Arange, Random and Reshape-Part 2.mp4 (58.36 MB)
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67  NumPy for Numerical Data Processing Slicing-Part 1.mp4 (59.7 MB)
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68  NumPy for Numerical Data Processing Slicing-Part 2.mp4 (42.57 MB)
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69  NumPy for Numerical Data Processing NumPy Masking.mp4 (48.09 MB)
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7  Basics of Programming Example of Algorithms-Searching Minimun.mp4 (97.98 MB)
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70  NumPy for Numerical Data Processing NumPy BroadCasting and Concatination.mp4 (43.96 MB)
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71  NumPy for Numerical Data Processing NumPy ufuncs Speed Test.mp4 (31.42 MB)
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72  Pandas for Data Manipulation Introduction to Pandas.mp4 (28.49 MB)
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73  Pandas for Data Manipulation Pandas Series.mp4 (29.05 MB)
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74  Pandas for Data Manipulation Pandas Data Frame.mp4 (40.76 MB)
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75  Pandas for Data Manipulation Pandas Missing Values.mp4 (28.54 MB)
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76  Pandas for Data Manipulation Pandas  loc and  iloc.mp4 (33.38 MB)
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77  Pandas for Data Manipulation Pandas Practice-Using COVID19 Data -Part 1.mp4 (97.11 MB)
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78  Pandas for Data Manipulation Pandas Practice-Using COVID19 Data -Part 2.mp4 (56.28 MB)
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79  Matplotlib, Seaborn, and Bokeh for Data Visualization Introduction to Matplotlib.mp4 (39.07 MB)
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8  Basics of Programming Example of Algorithms-Sorting Problem.mp4 (47.01 MB)
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80  Matplotlib, Seaborn, and Bokeh for Data Visualization Seaborn Vs  Matplotlib Style.mp4 (37.93 MB)
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81  Matplotlib, Seaborn, and Bokeh for Data Visualization Histograms Kdeplot.mp4 (99.77 MB)
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82  Matplotlib, Seaborn, and Bokeh for Data Visualization Seaborn Pairplot and Jointplot.mp4 (24.8 MB)
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83  Matplotlib, Seaborn, and Bokeh for Data Visualization Seaborn Pairplot using Iris Data.mp4 (51.83 MB)
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84  Matplotlib, Seaborn, and Bokeh for Data Visualization Introduction to Bokeh.mp4 (72.04 MB)
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85  Matplotlib, Seaborn, and Bokeh for Data Visualization Bokeh Gridplot.mp4 (40.5 MB)
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86  Scikit-Learn for Machine Learning Introduction to Scikit-Learn.mp4 (32.8 MB)
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87  Scikit-Learn for Machine Learning Scikit-Learn for Linear Regression.mp4 (44.87 MB)
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88  Scikit-Learn for Machine Learning Scikit-Learn for SVM and Random Forests.mp4 (115.94 MB)
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89  Scikit-Learn for Machine Learning ScikitLearn- Trend Analysis COVID19.mp4 (80.34 MB)
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9  Basics of Programming Sorting Problem in Python.mp4 (62.98 MB)
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90  Scikit-Learn for Machine Learning THANK YOU Bonus Video.mp4 (29.83 MB)
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10  NumPy for Numerical Data Processing Ufuncs Output Argument.mp4 (32.48 MB)
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11  NumPy for Numerical Data Processing NumPy Playing with Images.mp4 (123.83 MB)
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12  NumPy for Numerical Data Processing NumPy Playing with Images Quiz.mp4 (9.04 MB)
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13  NumPy for Numerical Data Processing NumPy Playing with Images Solution.mp4 (32.08 MB)
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14  NumPy for Numerical Data Processing NumPy KNN Classifier fromScratch.mp4 (133.22 MB)
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15  NumPy for Numerical Data Processing NumPy Structured Arrays.mp4 (39.68 MB)
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16  NumPy for Numerical Data Processing NumPy Structured Arrays Quiz.mp4 (8.51 MB)
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17  NumPy for Numerical Data Processing NumPy Structured Arrays Solution.mp4 (39.55 MB)
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18  Pandas for Data Manipulation and Understanding Introduction to Pandas.mp4 (29.64 MB)
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19  Pandas for Data Manipulation and Understanding Pandas Series.mp4 (30.28 MB)
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2  Introduction to the Course Focus of  the Course.mp4 (16.45 MB)
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20  Pandas for Data Manipulation and Understanding Pandas DataFrame.mp4 (42.51 MB)
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21  Pandas for Data Manipulation and Understanding Pandas DataFrame Quiz.mp4 (9.47 MB)
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22  Pandas for Data Manipulation and Understanding Pandas DataFrame Solution.mp4 (37.5 MB)
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23  Pandas for Data Manipulation and Understanding Pandas Missing Values.mp4 (29.77 MB)
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24  Pandas for Data Manipulation and Understanding Pandas Loc Iloc.mp4 (34.85 MB)
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25  Pandas for Data Manipulation and Understanding Pandas in Practice.mp4 (174.55 MB)
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26  Pandas for Data Manipulation and Understanding Pandas Group by.mp4 (57.1 MB)
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27  Pandas for Data Manipulation and Understanding Pandas Group by Quiz.mp4 (13.5 MB)
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28  Pandas for Data Manipulation and Understanding Pandas Group by Solution.mp4 (19.78 MB)
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29  Pandas for Data Manipulation and Understanding Hierarchical Indexing.mp4 (36.83 MB)
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3  Introduction to the Course Content of the Course.mp4 (26.44 MB)
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30  Pandas for Data Manipulation and Understanding Pandas Rolling.mp4 (37.98 MB)
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31  Pandas for Data Manipulation and Understanding Pandas Rolling Quiz.mp4 (8.63 MB)
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32  Pandas for Data Manipulation and Understanding Pandas Rolling Solution.mp4 (17.78 MB)
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33  Pandas for Data Manipulation and Understanding Pandas Where.mp4 (30.76 MB)
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34  Pandas for Data Manipulation and Understanding Pandas Clip.mp4 (22.39 MB)
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35  Pandas for Data Manipulation and Understanding Pandas Clip Quiz.mp4 (8.45 MB)
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36  Pandas for Data Manipulation and Understanding Pandas Clip Solution.mp4 (19.05 MB)
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37  Pandas for Data Manipulation and Understanding Pandas Merge.mp4 (46.2 MB)
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38  Pandas for Data Manipulation and Understanding Pandas Merge Quiz.mp4 (8.43 MB)
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39  Pandas for Data Manipulation and Understanding Pandas Merge Solution.mp4 (19.66 MB)
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4  Introduction to the Course Request for Your Honest Review.mp4 (29.16 MB)
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40  Pandas for Data Manipulation and Understanding Pandas Pivot Table.mp4 (76.18 MB)
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41  Pandas for Data Manipulation and Understanding Pandas Strings.mp4 (25.09 MB)
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42  Pandas for Data Manipulation and Understanding Pandas DateTime.mp4 (32.2 MB)
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43  Pandas for Data Manipulation and Understanding Pandas Hands On COVID19 Data.mp4 (185.45 MB)
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44  Pandas for Data Manipulation and Understanding Pandas Hands On COVID19 Data Bug.mp4 (19.87 MB)
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45  Matplotlib for Data Visualization Introduction to Matplotlib.mp4 (27.98 MB)
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46  Matplotlib for Data Visualization Matplotlib Multiple Plots.mp4 (54.14 MB)
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47  Matplotlib for Data Visualization Matplotlib Colors and Styles.mp4 (52.58 MB)
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48  Matplotlib for Data Visualization Matplotlib Colors and Styles Quiz.mp4 (8.19 MB)
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49  Matplotlib for Data Visualization Matplotlib Colors and Styles Solution.mp4 (22.6 MB)
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5  NumPy for Numerical Data Processing Ufuncs Add, Sum and Plus Operators.mp4 (76.08 MB)
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50  Matplotlib for Data Visualization Matplotlib Colors and Styles Shortcuts.mp4 (47.8 MB)
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51  Matplotlib for Data Visualization Matplotlib Axis Limits.mp4 (55.73 MB)
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52  Matplotlib for Data Visualization Matplotlib Axis Limits Quiz.mp4 (7.59 MB)
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53  Matplotlib for Data Visualization Matplotlib Axis Limits Solution.mp4 (17.55 MB)
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54  Matplotlib for Data Visualization Matplotlib Legends Labels.mp4 (39.73 MB)
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55  Matplotlib for Data Visualization Matplotlib Set Function.mp4 (31.61 MB)
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56  Matplotlib for Data Visualization Matplotlib Set Function Quiz.mp4 (6.46 MB)
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57  Matplotlib for Data Visualization Matplotlib Set Function Solution.mp4 (28.19 MB)
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58  Matplotlib for Data Visualization Matplotlib Markers.mp4 (46.58 MB)
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59  Matplotlib for Data Visualization Matplotlib Markers Randomplots.mp4 (40.18 MB)
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6  NumPy for Numerical Data Processing Ufuncs Subtract Power Mod.mp4 (46.29 MB)
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60  Matplotlib for Data Visualization Matplotlib Scatter Plot.mp4 (71.57 MB)
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61  Matplotlib for Data Visualization Matplotlib Contour Plot.mp4 (47.15 MB)
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62  Matplotlib for Data Visualization Matplotlib Contour Plot Quiz.mp4 (10.13 MB)
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63  Matplotlib for Data Visualization Matplotlib Contour Plot Solution.mp4 (28.55 MB)
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64  Matplotlib for Data Visualization Matplotlib Histograms.mp4 (43.96 MB)
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65  Matplotlib for Data Visualization Matplotlib Subplots.mp4 (58.83 MB)
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66  Matplotlib for Data Visualization Matplotlib Subplots Quiz.mp4 (8.75 MB)
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67  Matplotlib for Data Visualization Matplotlib Subplots Solution.mp4 (29.74 MB)
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68  Matplotlib for Data Visualization Matplotlib 3D Introduction.mp4 (34.67 MB)
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69  Matplotlib for Data Visualization Matplotlib 3D Scatter Plots.mp4 (29.48 MB)
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7  NumPy for Numerical Data Processing Ufuncs Comparisons Logical Operators.mp4 (65.56 MB)
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70  Matplotlib for Data Visualization Matplotlib 3D Scatter Plots Quiz.mp4 (6.83 MB)
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71  Matplotlib for Data Visualization Matplotlib 3D Scatter Plots Solution.mp4 (27.89 MB)
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72  Matplotlib for Data Visualization Matplotlib 3D Surface Plots.mp4 (46.66 MB)
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73  Seaborn for Data Visualization Introduction to Seaborn.mp4 (53.32 MB)
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74  Seaborn for Data Visualization Seaborn Relplot.mp4 (26.13 MB)
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75  Seaborn for Data Visualization Seaborn Relplot Quiz.mp4 (7.82 MB)
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76  Seaborn for Data Visualization Seaborn Relplot Solution.mp4 (29.4 MB)
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77  Seaborn for Data Visualization Seaborn Relplot Kind Line.mp4 (29.89 MB)
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78  Seaborn for Data Visualization Seaborn Relplot Facets.mp4 (44.69 MB)
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79  Seaborn for Data Visualization Seaborn Relplot Facets Quiz.mp4 (8.03 MB)
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8  NumPy for Numerical Data Processing Ufuncs Comparisons Logical Operators Quiz.mp4 (10.59 MB)
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80  Seaborn for Data Visualization Seaborn Relplot Facets Solution.mp4 (15.53 MB)
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81  Seaborn for Data Visualization Seaborn Catplot.mp4 (29.93 MB)
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82  Seaborn for Data Visualization Seaborn Heatmaps.mp4 (21.36 MB)
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83  Bokeh for Interactive Plotting Introduction to Bokeh.mp4 (24.06 MB)
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84  Bokeh for Interactive Plotting Bokeh Multiplots Markers.mp4 (37.33 MB)
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85  Bokeh for Interactive Plotting Bokeh Multiplots Grid Plot.mp4 (34.31 MB)
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86  Bokeh for Interactive Plotting Bokeh Multiplots Grid Plot Quiz.mp4 (14.52 MB)
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87  Bokeh for Interactive Plotting Bokeh Multiplots Grid Plot Solution.mp4 (62 MB)
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88  Plotly for 3D Interactive Plotting Plotly 3D Interactive Scatter Plot.mp4 (45.57 MB)
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89  Plotly for 3D Interactive Plotting Plotly 3D Interactive Scatter Plot Quiz.mp4 (9.78 MB)
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9  NumPy for Numerical Data Processing Ufuncs Comparisons Logical Operators Solution.mp4 (24.84 MB)
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90  Plotly for 3D Interactive Plotting Plotly 3D Interactive Scatter Plot Solution.mp4 (36.75 MB)
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91  Plotly for 3D Interactive Plotting Plotly 3D Interactive Surface Plot.mp4 (31.95 MB)
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92  Plotly for 3D Interactive Plotting Plotly 3D Interactive Surface Plot Quiz.mp4 (8.75 MB)
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93  Plotly for 3D Interactive Plotting Plotly 3D Interactive Surface Plot Solution.mp4 (35.47 MB)
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94  Geographic Maps with Folium Geographic Maps with Folium using COVID-19 Data.mp4 (79.73 MB)
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95  Geographic Maps with Folium Geographic Maps with Folium using COVID-19 Data Quiz.mp4 (6.6 MB)
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96  Geographic Maps with Folium Geographic Maps with Folium using COVID-19 Data Solution.mp4 (61.95 MB)
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97  Pandas for Plotting Pandas for Plotting.mp4 (52.06 MB)
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98  Pandas for Plotting THANK YOU Bonus Video.mp4 (29.87 MB)
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10  Sets Cardinality of a Set.mp4 (57.03 MB)
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100  Multiple Random Variables Joint Distributions Exercise 01.mp4 (6.04 MB)
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101  Multiple Random Variables Joint Distributions Solution 01.mp4 (25.74 MB)
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102  Multiple Random Variables Joint Distributions Exercise 02.mp4 (5.85 MB)
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103  Multiple Random Variables Joint Distributions Solution 02.mp4 (12.16 MB)
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104  Multiple Random Variables Joint Distributions Exercise 03.mp4 (5.7 MB)
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105  Multiple Random Variables Joint Distributions Solution 03.mp4 (11.23 MB)
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106  Multiple Random Variables Multivariate Gaussian.mp4 (34.41 MB)
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107  Multiple Random Variables Conditioning Independence.mp4 (27.23 MB)
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108  Multiple Random Variables Classification.mp4 (26.77 MB)
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109  Multiple Random Variables Naive Bayes Classification.mp4 (18.8 MB)
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11  Sets Subsets PowerSet UniversalSet.mp4 (21.98 MB)
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110  Multiple Random Variables Regression.mp4 (21.7 MB)
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111  Multiple Random Variables Curse of Dimensionality.mp4 (31.31 MB)
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112  Multiple Random Variables Homework.mp4 (7.66 MB)
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113  Optional Estimation Parametric Distributions.mp4 (27.86 MB)
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114  Optional Estimation MLE.mp4 (27.84 MB)
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115  Optional Estimation LogLiklihood.mp4 (37.14 MB)
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116  Optional Estimation MAP.mp4 (20.52 MB)
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117  Optional Estimation Logistic Regression.mp4 (58.56 MB)
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118  Optional Estimation Ridge Regression.mp4 (30.1 MB)
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119  Optional Estimation DNN.mp4 (30.87 MB)
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12  Sets Python Practice Subsets.mp4 (29.06 MB)
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120  Mathematical Derivations for Math Lovers (Optional) Permutations.mp4 (31.89 MB)
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121  Mathematical Derivations for Math Lovers (Optional) Combinations.mp4 (42.73 MB)
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122  Mathematical Derivations for Math Lovers (Optional) Binomial Random Variable.mp4 (24.06 MB)
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123  Mathematical Derivations for Math Lovers (Optional) Logistic Regression Formulation.mp4 (41.53 MB)
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124  Mathematical Derivations for Math Lovers (Optional) Logistic Regression Derivation.mp4 (84.13 MB)
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125  Mathematical Derivations for Math Lovers (Optional) THANK YOU Bonus Video.mp4 (29.84 MB)
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13  Sets PowerSets Solution.mp4 (65.76 MB)
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14  Sets Operations.mp4 (46.92 MB)
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15  Sets Operations Exercise 01.mp4 (6.97 MB)
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16  Sets Operations Solution 01.mp4 (10.39 MB)
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17  Sets Operations Exercise 02.mp4 (6.82 MB)
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18  Sets Operations Solution 02.mp4 (9.46 MB)
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19  Sets Operations Exercise 03.mp4 (17.97 MB)
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2  Introduction to Course Focus of the Course.mp4 (41.41 MB)
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20  Sets Operations Solution 03.mp4 (38.98 MB)
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21  Sets Python Practice Operations.mp4 (34.9 MB)
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22  Sets VennDiagrams Operations.mp4 (24.87 MB)
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23  Sets Homework.mp4 (26.71 MB)
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24  Experiment Random Experiment.mp4 (26.6 MB)
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25  Experiment Outcome and Sample Space.mp4 (40.41 MB)
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26  Experiment Outcome and Sample Space Exercise 01.mp4 (6.68 MB)
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27  Experiment Outcome and Sample Space Solution 01.mp4 (26.62 MB)
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28  Experiment Event.mp4 (50.39 MB)
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29  Experiment Event Exercise 01.mp4 (6.76 MB)
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3  Introduction to Course Request for Your Honest Review.mp4 (29.11 MB)
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30  Experiment Event Solution 01.mp4 (10.46 MB)
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31  Experiment Event Exercise 02.mp4 (4.86 MB)
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32  Experiment Event Solution 02.mp4 (5.5 MB)
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33  Experiment Recap and Homework.mp4 (31.79 MB)
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34  Probability Model Probability Model.mp4 (46.37 MB)
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35  Probability Model Probability Axioms.mp4 (58.75 MB)
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36  Probability Model Probability Axioms Derivations.mp4 (23.99 MB)
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37  Probability Model Probability Axioms Derivations Exercise 01.mp4 (5.49 MB)
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38  Probability Model Probability Axioms Derivations Solution 01.mp4 (14.55 MB)
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39  Probability Model Probablility Models Example.mp4 (33.28 MB)
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4  Probability vs Statistics Probability vs Statistics.mp4 (28.69 MB)
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40  Probability Model Probablility Models More Examples.mp4 (31.62 MB)
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41  Probability Model Probablility Models Continous.mp4 (30.73 MB)
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42  Probability Model Conditional Probability.mp4 (63.4 MB)
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43  Probability Model Conditional Probability Example.mp4 (69.86 MB)
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44  Probability Model Conditional Probability Formula.mp4 (46.98 MB)
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45  Probability Model Conditional Probability in Machine Learning.mp4 (124.26 MB)
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46  Probability Model Conditional Probability Total Probability Theorem.mp4 (49.16 MB)
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47  Probability Model Probablility Models Independence.mp4 (34.78 MB)
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48  Probability Model Probablility Models Conditional Independence.mp4 (33.72 MB)
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49  Probability Model Probablility Models Conditional Independence Exercise 01.mp4 (9.05 MB)
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5  Sets Definition of Set.mp4 (29.62 MB)
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50  Probability Model Probablility Models Conditional Independence Solution 01.mp4 (49.64 MB)
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51  Probability Model Probablility Models BayesRule.mp4 (27.55 MB)
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52  Probability Model Probablility Models towards Random Variables.mp4 (66.46 MB)
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53  Probability Model HomeWork.mp4 (7.92 MB)
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54  Random Variables Introduction.mp4 (46.29 MB)
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55  Random Variables Random Variables Examples.mp4 (43.76 MB)
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56  Random Variables Random Variables Examples Exercise 01.mp4 (6.16 MB)
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57  Random Variables Random Variables Examples Solution 01.mp4 (9.95 MB)
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58  Random Variables Bernulli Random Variables.mp4 (59.08 MB)
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59  Random Variables Bernulli Trail Python Practice.mp4 (65.23 MB)
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6  Sets Definition of Set Exercise 01.mp4 (11.54 MB)
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60  Random Variables Bernulli Trail Python Practice Exercise 01.mp4 (7.03 MB)
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61  Random Variables Bernulli Trail Python Practice Solution 01.mp4 (14.13 MB)
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62  Random Variables Geometric Random Variable.mp4 (49.96 MB)
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63  Random Variables Geometric Random Variable Normalization Proof Optional.mp4 (34.9 MB)
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64  Random Variables Geometric Random Variable Python Practice.mp4 (68.76 MB)
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65  Random Variables Binomial Random Variables.mp4 (35.89 MB)
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66  Random Variables Binomial Python Practice.mp4 (55.15 MB)
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67  Random Variables Random Variables in Real DataSets.mp4 (136.81 MB)
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68  Random Variables Random Variables in Real DataSets Exercise 01.mp4 (6.82 MB)
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69  Random Variables Random Variables in Real DataSets Solution 01.mp4 (11.57 MB)
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7  Sets Definition of Set Solution 01.mp4 (13.22 MB)
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70  Random Variables Homework.mp4 (9.24 MB)
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71  Continous Random Variables Zero Probability to Individual Values.mp4 (34.95 MB)
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72  Continous Random Variables Zero Probability to Individual Values Exercise 01.mp4 (32.71 MB)
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73  Continous Random Variables Zero Probability to Individual Values Solution 01.mp4 (21.34 MB)
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74  Continous Random Variables Probability Density Functions.mp4 (58.11 MB)
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75  Continous Random Variables Probability Density Functions Exercise 01.mp4 (4.93 MB)
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76  Continous Random Variables Probability Density Functions Solution 01.mp4 (9.23 MB)
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77  Continous Random Variables Uniform Distribution.mp4 (26.92 MB)
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78  Continous Random Variables Uniform Distribution Exercise 01.mp4 (6.7 MB)
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79  Continous Random Variables Uniform Distribution Solution 01.mp4 (10.81 MB)
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8  Sets Definition of Set Exercise 02.mp4 (5.29 MB)
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80  Continous Random Variables Uniform Distribution Python.mp4 (26.33 MB)
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81  Continous Random Variables Exponential.mp4 (13.47 MB)
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82  Continous Random Variables Exponential Exercise 01.mp4 (10.03 MB)
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83  Continous Random Variables Exponential Solution 01.mp4 (11.27 MB)
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84  Continous Random Variables Exponential Python.mp4 (41.75 MB)
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85  Continous Random Variables Gaussian Random Variables.mp4 (36.72 MB)
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86  Continous Random Variables Gaussian Random Variables Exercise 01.mp4 (5.41 MB)
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87  Continous Random Variables Gaussian Random Variables Solution 01.mp4 (17.75 MB)
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88  Continous Random Variables Gaussian Python.mp4 (122.24 MB)
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89  Continous Random Variables Transformation of Random Variables.mp4 (76.43 MB)
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9  Sets Definition of Set Solution 02.mp4 (12.76 MB)
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90  Continous Random Variables Homework.mp4 (5.16 MB)
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91  Expectations Definition.mp4 (22.99 MB)
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92  Expectations Sample Mean.mp4 (43.41 MB)
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93  Expectations Law of Large Numbers.mp4 (60.04 MB)
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94  Expectations Law of Large Numbers Famous Distributions.mp4 (56.52 MB)
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95  Expectations Law of Large Numbers Famous Distributions Python.mp4 (89.7 MB)
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96  Expectations Variance.mp4 (53.59 MB)
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97  Expectations Homework.mp4 (7.91 MB)
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98  Project Bayes Classifier Project Bayes Classifier From Scratch.mp4 (279.63 MB)
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99  Multiple Random Variables Joint Distributions.mp4 (49.14 MB)
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10  Machine Learning Methods Features.mp4 (85.44 MB)
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11  Machine Learning Methods Features Practice with Python.mp4 (115.54 MB)
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12  Machine Learning Methods Regression.mp4 (26.53 MB)
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13  Machine Learning Methods Regression Practice with Python.mp4 (101.1 MB)
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14  Machine Learning Methods Classsification.mp4 (20.63 MB)
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15  Machine Learning Methods Classification Practice with Python.mp4 (38.26 MB)
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16  Machine Learning Methods Clustering.mp4 (22.67 MB)
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17  Machine Learning Methods Clustering Practice with Python.mp4 (39.57 MB)
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18  Data Preparation and Preprocessing Handling Image Data.mp4 (40.68 MB)
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19  Data Preparation and Preprocessing Handling Video and Audio Data.mp4 (47.95 MB)
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2  Introduction to the Course Focus of  the Course.mp4 (32.86 MB)
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20  Data Preparation and Preprocessing Handling Text Data.mp4 (61.69 MB)
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21  Data Preparation and Preprocessing One Hot Encoding.mp4 (136.87 MB)
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22  Data Preparation and Preprocessing Data Standardization.mp4 (91.94 MB)
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23  Machine Learning Models and Optimization Machine Learning Model 1.mp4 (44.53 MB)
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24  Machine Learning Models and Optimization Machine Learning Model 2.mp4 (79.24 MB)
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25  Machine Learning Models and Optimization Machine Learning Model 3.mp4 (56.81 MB)
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26  Machine Learning Models and Optimization Training Process, Error, Cost and Loss.mp4 (56.63 MB)
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27  Machine Learning Models and Optimization Optimization.mp4 (72.24 MB)
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28  Building Machine Learning Model from Scratch Linear Regression from Scratch- Part 1.mp4 (33.27 MB)
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29  Building Machine Learning Model from Scratch Linear Regression from Scratch- Part 2.mp4 (92.34 MB)
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3  Introduction to the Course Python Practical of the Course.mp4 (47.52 MB)
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30  Building Machine Learning Model from Scratch Minimun-to-mean Distance Classifier from Scratch- Part 1.mp4 (33.96 MB)
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31  Building Machine Learning Model from Scratch Minimun-to-mean Distance Classifier from Scratch- Part 2.mp4 (45.62 MB)
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32  Building Machine Learning Model from Scratch K-means Clustering from Scratch- Part 1.mp4 (31.25 MB)
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33  Building Machine Learning Model from Scratch K-means Clustering from Scratch- Part 2.mp4 (101.81 MB)
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34  Overfitting, Underfitting and Generalization Overfitting Introduction.mp4 (41.52 MB)
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35  Overfitting, Underfitting and Generalization Overfitting example on Python.mp4 (76.62 MB)
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36  Overfitting, Underfitting and Generalization Regularization.mp4 (110.72 MB)
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37  Overfitting, Underfitting and Generalization Generalization.mp4 (69.16 MB)
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38  Overfitting, Underfitting and Generalization Data Snooping and the Test Set.mp4 (103.22 MB)
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39  Overfitting, Underfitting and Generalization Cross-validation.mp4 (58.35 MB)
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4  Introduction to the Course Your Feedback and Review.mp4 (29.14 MB)
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40  Machine Learning Model Performance Metrics The Accuracy.mp4 (34.85 MB)
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41  Machine Learning Model Performance Metrics The Confusion Matrix.mp4 (48.05 MB)
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42  Dimensionality Reduction The Curse of Dimensionality.mp4 (107.59 MB)
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43  Dimensionality Reduction The Principal Component Analysis (PCA).mp4 (53 MB)
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44  Deep Learning Overview Introduction to Deep Neural Networks (DNN).mp4 (52.12 MB)
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45  Deep Learning Overview Introduction to Convolutional Neural Networks (CNN).mp4 (30.99 MB)
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46  Deep Learning Overview Introduction to Recurrent Neural Networks (RNN).mp4 (45 MB)
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47  Hands-on Machine Learning Project Using Scikit-Learn Principal Component Analysis (PCA)  with Python.mp4 (78.56 MB)
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48  Hands-on Machine Learning Project Using Scikit-Learn Pipeline in Scikit-Learn for Machine Learning Project.mp4 (74.64 MB)
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49  Hands-on Machine Learning Project Using Scikit-Learn Cross-validation with Python.mp4 (93.35 MB)
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5  Why Machine Learning Machine Learning Applications-Part 1.mp4 (69.46 MB)
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50  Hands-on Machine Learning Project Using Scikit-Learn Face Recognition Project with Python.mp4 (207.98 MB)
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51  OPTIONAL Section- Mathematics Wrap-up Mathematical Wrap-up on Machine Learning.mp4 (188.66 MB)
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52  Hands-on Machine Learning Project Using Scikit-Learn THANK YOU Bonus Video.mp4 (29.85 MB)
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6  Why Machine Learning Machine Learning Applications-Part 2.mp4 (74.85 MB)
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7  Why Machine Learning Why Machine Learning is Trending Now.mp4 (34.68 MB)
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8  Process of Learning from Data Supervised Learning.mp4 (77.03 MB)
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9  Process of Learning from Data UnSupervised Learning and Reinforcement Learning.mp4 (71.5 MB)
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10  Features in Data Science Activity-Dimensionality Reduction.mp4 (5.92 MB)
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11  Features in Data Science Feature Dimensionality Reduction Methods.mp4 (42.11 MB)
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12  Feature Selection Why Feature Selection.mp4 (38.97 MB)
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13  Feature Selection Feature Selection Methods.mp4 (16.14 MB)
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14  Feature Selection Filter Methods.mp4 (24.91 MB)
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15  Feature Selection Wrapper Methods.mp4 (52.58 MB)
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16  Feature Selection Embedded Methods.mp4 (43.2 MB)
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17  Feature Selection Search Strategy.mp4 (63.23 MB)
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18  Feature Selection Search Strategy Activity.mp4 (9.79 MB)
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19  Feature Selection Statistical Based Methods.mp4 (106.49 MB)
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2  Introduction Focus of the Course.mp4 (38.37 MB)
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20  Feature Selection Information Theoratic Methods.mp4 (60.97 MB)
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21  Feature Selection Similarity Based Methods Introduction.mp4 (58.9 MB)
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22  Feature Selection Similarity Based Methods Criteria.mp4 (72.15 MB)
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23  Feature Selection Activity- Feature Selection in Python.mp4 (264.78 MB)
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24  Feature Selection Activity- Feature Selection.mp4 (5.44 MB)
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25  Mathematical Foundation Introduction to Mathematical Foundation of Feature Selection.mp4 (13.67 MB)
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26  Mathematical Foundation Closure Of A Set.mp4 (39.66 MB)
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27  Mathematical Foundation Linear Combinations.mp4 (51.25 MB)
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28  Mathematical Foundation Linear Independence.mp4 (27.57 MB)
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29  Mathematical Foundation Vector Space.mp4 (69.76 MB)
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3  Introduction Request for Your Honest Review.mp4 (29.18 MB)
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30  Mathematical Foundation Basis and Dimensions.mp4 (60.69 MB)
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31  Mathematical Foundation Coordinates vs Dimensions.mp4 (91.52 MB)
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32  Mathematical Foundation SubSpace.mp4 (73.92 MB)
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33  Mathematical Foundation Orthonormal Basis.mp4 (31.62 MB)
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34  Mathematical Foundation Matrix Product.mp4 (58.51 MB)
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35  Mathematical Foundation Least Squares.mp4 (36.56 MB)
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36  Mathematical Foundation Rank.mp4 (35.25 MB)
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37  Mathematical Foundation Eigen Space.mp4 (38.52 MB)
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38  Mathematical Foundation Positive Semi Definite Matrix.mp4 (56.82 MB)
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39  Mathematical Foundation Singular Value Decomposition SVD.mp4 (66.97 MB)
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4  Features in Data Science Introduction to Feature in Data Science.mp4 (38.63 MB)
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40  Mathematical Foundation Lagrange Multipliers.mp4 (28.18 MB)
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41  Mathematical Foundation Vector Derivatives.mp4 (34.36 MB)
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42  Mathematical Foundation Linear Algebra Module Python.mp4 (68.07 MB)
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43  Mathematical Foundation Activity-Linear Algebra Module Python.mp4 (13.46 MB)
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44  Feature Extraction Feature Extraction Introduction.mp4 (20.27 MB)
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45  Feature Extraction PCA Introduction.mp4 (60.41 MB)
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46  Feature Extraction PCA Criteria.mp4 (72.5 MB)
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47  Feature Extraction PCA Properties.mp4 (27.82 MB)
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48  Feature Extraction PCA Max Variance Formulation.mp4 (42.18 MB)
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49  Feature Extraction PCA Derivation.mp4 (62.45 MB)
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5  Features in Data Science Marking Facial Features.mp4 (36.22 MB)
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50  Feature Extraction PCA Implementation.mp4 (147.07 MB)
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51  Feature Extraction PCA For Small Sample Size Problems(DualPCA).mp4 (64.77 MB)
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52  Feature Extraction PCA vs SVD.mp4 (65.96 MB)
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53  Feature Extraction Kernel PCA.mp4 (60.43 MB)
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54  Feature Extraction Kernel PCA vs ISOMAP.mp4 (125.02 MB)
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55  Feature Extraction Kernel PCA vs The Rest.mp4 (121.44 MB)
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56  Feature Extraction Encoder Decoder Networks For Dimensionality Reduction vs kernel PCA.mp4 (74.01 MB)
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57  Feature Extraction Supervised PCA and Fishers Linear Discriminant Analysis.mp4 (98.91 MB)
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58  Feature Extraction Supervised PCA and Fishers Linear Discriminant Analysis Activity.mp4 (7.85 MB)
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59  Feature Extraction Dimensionality Reduction Pipelines Python Project.mp4 (149.88 MB)
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6  Features in Data Science Feature Space.mp4 (70.11 MB)
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60  Feature Engineering Categorical Features.mp4 (28.38 MB)
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61  Feature Engineering Categorical Features Python.mp4 (31.51 MB)
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62  Feature Engineering Text Features.mp4 (48.71 MB)
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63  Feature Engineering Image Features.mp4 (42.62 MB)
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64  Feature Engineering Derived Features.mp4 (39.55 MB)
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65  Feature Engineering Derived Features Histogram Of Gradients Local Binary Patterns.mp4 (43.22 MB)
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66  Feature Engineering Feature Scaling.mp4 (28.2 MB)
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67  Feature Engineering Activity-Feature Scaling.mp4 (8.34 MB)
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68  Feature Engineering THANK YOU Bonus Video.mp4 (29.83 MB)
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7  Features in Data Science Features Dimensions.mp4 (51.92 MB)
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8  Features in Data Science Features Dimensions Activity.mp4 (11.64 MB)
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9  Features in Data Science Why Dimensionality Reduction.mp4 (116.51 MB)
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10  Introduction to Machine Learning Classification Prediction Probablities Exercise Solution.mp4 (27.16 MB)
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100  Deep Neural Networks and Deep Learning Basics Gradient Descent.mp4 (43.24 MB)
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101  Deep Neural Networks and Deep Learning Basics Backpropagation.mp4 (59.72 MB)
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102  Deep Neural Networks and Deep Learning Basics Training DNN Animantion.mp4 (49.6 MB)
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103  Deep Neural Networks and Deep Learning Basics Weigth Initialization.mp4 (67.25 MB)
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104  Deep Neural Networks and Deep Learning Basics Batch MiniBatch Stocastic.mp4 (57.72 MB)
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105  Deep Neural Networks and Deep Learning Basics Batch Normalization.mp4 (36.09 MB)
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106  Deep Neural Networks and Deep Learning Basics Rprop Momentum.mp4 (91.15 MB)
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107  Deep Neural Networks and Deep Learning Basics convergence Animation.mp4 (49.3 MB)
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108  Deep Neural Networks and Deep Learning Basics Drop Out Early Stopping Hyperparameters.mp4 (81.59 MB)
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109  Python for Data Science Python Packages for Data Science.mp4 (70.69 MB)
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11  Introduction to Machine Learning Regression.mp4 (28.5 MB)
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110  Python for Data Science NumPy Pandas and Matplotlib (Part 1).mp4 (45.33 MB)
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111  Python for Data Science NumPy Pandas and Matplotlib (Part 2).mp4 (43.98 MB)
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112  Python for Data Science NumPy Pandas and Matplotlib (Part 3).mp4 (74.24 MB)
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113  Python for Data Science NumPy Pandas and Matplotlib (Part 4).mp4 (96.59 MB)
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114  Python for Data Science NumPy Pandas and Matplotlib (Part 5).mp4 (83.74 MB)
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115  Python for Data Science NumPy Pandas and Matplotlib (Part 6).mp4 (63.22 MB)
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116  Python for Data Science DataSet Preprocessing.mp4 (93.73 MB)
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117  Python for Data Science TensorFlow  for classification.mp4 (162.15 MB)
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118  Implementation of DNN for COVID 19 Analysis COVID19 Data Analysis.mp4 (130.89 MB)
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119  Implementation of DNN for COVID 19 Analysis COVID19 Regression with TensorFlow.mp4 (189.99 MB)
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12  Introduction to Machine Learning Regression Exercise.mp4 (10.52 MB)
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120  Implementation of DNN for COVID 19 Analysis THANK YOU Bonus Video.mp4 (29.83 MB)
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13  Introduction to Machine Learning Regression Exercise Solution.mp4 (23.27 MB)
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14  Introduction to Machine Learning Supervised Learning.mp4 (16.46 MB)
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15  Introduction to Machine Learning UnSupervised Learning.mp4 (36.65 MB)
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16  Introduction to Machine Learning Reinforcement Learning.mp4 (26.86 MB)
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17  Introduction to Machine Learning Machine Learning Model.mp4 (26.62 MB)
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18  Introduction to Machine Learning Machine Learning Model Example.mp4 (25.46 MB)
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19  Introduction to Machine Learning Machine Learning Model Exercise.mp4 (13.13 MB)
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2  Introduction to the Course Why Deep learning Networks (DNN).mp4 (24.2 MB)
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20  Introduction to Machine Learning Machine Learning Model Exercise Solution.mp4 (16.18 MB)
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21  Introduction to Machine Learning Machine Learning Model Types.mp4 (38.39 MB)
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22  Introduction to Machine Learning Machine Learning Model Linearity.mp4 (40.17 MB)
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23  Introduction to Machine Learning Machine Learning Model Linearity Exercise.mp4 (11.39 MB)
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24  Introduction to Machine Learning Machine Learning Model Linearity Exercise Solution.mp4 (20.59 MB)
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25  Introduction to Machine Learning Machine Learning Model Multi Target Models.mp4 (13.85 MB)
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26  Introduction to Machine Learning Machine Learning Model Multi Target Models Exercise.mp4 (8.16 MB)
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27  Introduction to Machine Learning Machine Learning Model Multi Target Models Exercise Solution.mp4 (23.93 MB)
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28  Introduction to Machine Learning Machine Learning Model Training Exercise.mp4 (19.98 MB)
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29  Introduction to Machine Learning Machine Learning Model Training Exercise Solution.mp4 (23.25 MB)
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3  Introduction to the Course Feedbacks and Review.mp4 (29.2 MB)
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30  Introduction to Machine Learning Machine Learning Model Training Loss.mp4 (43.64 MB)
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31  Introduction to Machine Learning Machine Learning Model Hyperparameters Exercise.mp4 (7.8 MB)
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32  Introduction to Machine Learning Machine Learning Model Hyperparameters Exercise Solution.mp4 (36.79 MB)
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33  Introduction to Machine Learning Machine Learning Occam's Razor.mp4 (33.62 MB)
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34  Introduction to Machine Learning Machine Learning Overfitting.mp4 (36.43 MB)
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35  Introduction to Machine Learning Machine Learning Overfitting Exercise.mp4 (5.18 MB)
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36  Introduction to Machine Learning Machine Learning Overfitting Exercise Solution Regularization.mp4 (35.84 MB)
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37  Introduction to Machine Learning Machine Learning Overfitting Generalization.mp4 (30.91 MB)
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38  Introduction to Machine Learning Machine Learning Data Snooping.mp4 (38.34 MB)
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39  Introduction to Machine Learning Machine Learning Cross Validation.mp4 (17.46 MB)
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4  Introduction to Machine Learning Introduction To Machine Learning.mp4 (36.67 MB)
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40  Introduction to Machine Learning Machine Learning Hypterparameter Tunning Exercise.mp4 (4.89 MB)
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41  Introduction to Machine Learning Machine Learning Hypterparameter Tunning Exercise Solution.mp4 (14.08 MB)
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42  DNN and Deep Learning Basics Why PyTorch.mp4 (14.89 MB)
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43  DNN and Deep Learning Basics PyTorch Installation and Tensors Introduction.mp4 (61.7 MB)
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44  DNN and Deep Learning Basics Automatic Diffrenciation Pytorch New.mp4 (31.96 MB)
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45  DNN and Deep Learning Basics Why DNNs in Machine Learning.mp4 (29.73 MB)
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46  DNN and Deep Learning Basics Representational Power and Data Utilization Capacity of DNN.mp4 (53.82 MB)
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47  DNN and Deep Learning Basics Perceptron.mp4 (29.78 MB)
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48  DNN and Deep Learning Basics Perceptron Exercise.mp4 (19.83 MB)
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49  DNN and Deep Learning Basics Perceptron Exercise Solution.mp4 (25.18 MB)
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5  Introduction to Machine Learning Classification.mp4 (52.05 MB)
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50  DNN and Deep Learning Basics Perceptron Implementation.mp4 (33.21 MB)
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51  DNN and Deep Learning Basics DNN Architecture.mp4 (25.68 MB)
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52  DNN and Deep Learning Basics DNN Architecture Exercise.mp4 (16.06 MB)
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53  DNN and Deep Learning Basics DNN Architecture Exercise Solution.mp4 (34.15 MB)
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54  DNN and Deep Learning Basics DNN ForwardStep Implementation.mp4 (50.77 MB)
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55  DNN and Deep Learning Basics DNN Why Activation Function Is Required.mp4 (32.03 MB)
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56  DNN and Deep Learning Basics DNN Why Activation Function Is Required Exercise.mp4 (15.67 MB)
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57  DNN and Deep Learning Basics DNN Why Activation Function Is Required Exercise Solution.mp4 (33.3 MB)
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58  DNN and Deep Learning Basics DNN Properties Of Activation Function.mp4 (47.28 MB)
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59  DNN and Deep Learning Basics DNN Activation Functions In Pytorch.mp4 (23.32 MB)
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6  Introduction to Machine Learning Classification Exercise.mp4 (13.09 MB)
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60  DNN and Deep Learning Basics DNN What Is Loss Function.mp4 (35.18 MB)
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61  DNN and Deep Learning Basics DNN What Is Loss Function Exercise.mp4 (7.05 MB)
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62  DNN and Deep Learning Basics DNN What Is Loss Function Exercise Solution.mp4 (26.5 MB)
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63  DNN and Deep Learning Basics DNN What Is Loss Function Exercise 02.mp4 (6.71 MB)
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64  DNN and Deep Learning Basics DNN What Is Loss Function Exercise 02 Solution.mp4 (18.78 MB)
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65  DNN and Deep Learning Basics DNN Loss Function In Pytorch.mp4 (32.11 MB)
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66  DNN and Deep Learning Basics DNN Gradient Descent.mp4 (36.57 MB)
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67  DNN and Deep Learning Basics DNN Gradient Descent Exercise.mp4 (16.91 MB)
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68  DNN and Deep Learning Basics DNN Gradient Descent Exercise Solution.mp4 (25.91 MB)
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69  DNN and Deep Learning Basics DNN Gradient Descent Implementation.mp4 (41.66 MB)
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7  Introduction to Machine Learning Classification Solution.mp4 (78.13 MB)
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70  DNN and Deep Learning Basics DNN Gradient Descent Stochastic Batch Minibatch.mp4 (49.43 MB)
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71  DNN and Deep Learning Basics DNN Gradient Descent Summary.mp4 (38.43 MB)
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72  DNN and Deep Learning Basics DNN Implemenation Gradient Step.mp4 (27.61 MB)
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73  DNN and Deep Learning Basics DNN Implemenation Stochastic Gradient Descent.mp4 (105.59 MB)
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74  DNN and Deep Learning Basics DNN Implemenation Batch Gradient Descent.mp4 (55.7 MB)
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75  DNN and Deep Learning Basics DNN Implemenation Minibatch Gradient Descent.mp4 (86.44 MB)
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76  DNN and Deep Learning Basics DNN Implemenation In PyTorch.mp4 (91 MB)
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77  DNN and Deep Learning Basics DNN Weights Initializations.mp4 (33.87 MB)
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78  DNN and Deep Learning Basics DNN Learning Rate.mp4 (24.73 MB)
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79  DNN and Deep Learning Basics DNN Batch Normalization.mp4 (11.93 MB)
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8  Introduction to Machine Learning Classification Training Process And Prediction Probablities.mp4 (63.91 MB)
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80  DNN and Deep Learning Basics DNN batch Normalization Implementation.mp4 (21.45 MB)
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81  DNN and Deep Learning Basics DNN Optimizations.mp4 (52.48 MB)
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82  DNN and Deep Learning Basics DNN Dropout.mp4 (21.25 MB)
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83  DNN and Deep Learning Basics DNN Dropout In PyTorch.mp4 (16.4 MB)
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84  DNN and Deep Learning Basics DNN Early Stopping.mp4 (17.52 MB)
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85  DNN and Deep Learning Basics DNN Hyperparameters.mp4 (21.17 MB)
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86  DNN and Deep Learning Basics DNN Pytorch CIFAR10 Example.mp4 (89.35 MB)
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87  Deep Neural Networks and Deep Learning Basics Introduction to Artificial Neural Networks.mp4 (90.12 MB)
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88  Deep Neural Networks and Deep Learning Basics Neuron and Perceptron.mp4 (77.59 MB)
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89  Deep Neural Networks and Deep Learning Basics Deep Neural Network Architecture.mp4 (43.77 MB)
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9  Introduction to Machine Learning Classification Prediction Probablities Exercise.mp4 (21.01 MB)
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90  Deep Neural Networks and Deep Learning Basics FeedForward fully Connected MLP.mp4 (27.39 MB)
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91  Deep Neural Networks and Deep Learning Basics Calculating Number of weights of DNN.mp4 (36.24 MB)
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92  Deep Neural Networks and Deep Learning Basics Number Of Neurons Vs Number Of Layers.mp4 (35.72 MB)
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93  Deep Neural Networks and Deep Learning Basics Discriminative Vs Generative Learning.mp4 (37.4 MB)
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94  Deep Neural Networks and Deep Learning Basics Universal Approximation Theorem.mp4 (50.82 MB)
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95  Deep Neural Networks and Deep Learning Basics Why Depth.mp4 (19.24 MB)
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96  Deep Neural Networks and Deep Learning Basics Decision Boundary in DNN.mp4 (35.5 MB)
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97  Deep Neural Networks and Deep Learning Basics Bias Term.mp4 (45.54 MB)
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98  Deep Neural Networks and Deep Learning Basics The Activation Function.mp4 (41.63 MB)
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99  Deep Neural Networks and Deep Learning Basics DNN Training Parameters.mp4 (56.66 MB)
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10  Image Processing Image Blurring 1.mp4 (72.17 MB)
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11  Image Processing Image Blurring 2.mp4 (62.09 MB)
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12  Image Processing General Image Filtering.mp4 (28.05 MB)
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13  Image Processing Convolution.mp4 (55.6 MB)
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14  Image Processing Edge Detection.mp4 (65.25 MB)
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15  Image Processing Image Sharpening.mp4 (22.25 MB)
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16  Image Processing Implementation of Image Blurring Edge Detection Image Sharpening in Python.mp4 (97.07 MB)
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17  Image Processing Parameteric Shape Detection.mp4 (39.18 MB)
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18  Image Processing Image Processing Activity.mp4 (15.05 MB)
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19  Object Detection Introduction to Object Detection.mp4 (51.33 MB)
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2  Introduction Why CNN.mp4 (102.92 MB)
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20  Object Detection Classification PipleLine.mp4 (47.77 MB)
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21  Object Detection Sliding Window Implementation.mp4 (30.03 MB)
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22  Object Detection Shift Scale Rotation Invariance.mp4 (83.64 MB)
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23  Object Detection Person Detection.mp4 (81.82 MB)
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24  Object Detection HOG Features.mp4 (58.55 MB)
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25  Object Detection Hand Engineering vs CNNs.mp4 (52.89 MB)
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26  Object Detection Object Detection Activity.mp4 (24.62 MB)
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27  Deep Neural Network Architecture Convolution Revisited.mp4 (40.32 MB)
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28  Deep Neural Network Architecture Implementing Convolution in Python Revisited.mp4 (40.23 MB)
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29  Deep Neural Network Architecture Why Convolution.mp4 (32.14 MB)
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3  Introduction Focus of the Course.mp4 (30.18 MB)
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30  Deep Neural Network Architecture Filters Padding Strides.mp4 (54.51 MB)
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31  Deep Neural Network Architecture Pooling Tensors.mp4 (43.16 MB)
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32  Deep Neural Network Architecture CNN Example.mp4 (32.73 MB)
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33  Deep Neural Network Architecture Convolution and Pooling Details.mp4 (38.54 MB)
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34  Deep Neural Network Architecture NonVectorized Implementations of Conv2d and Pool2d.mp4 (97.49 MB)
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35  Deep Neural Network Architecture Activity.mp4 (10.09 MB)
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36  Gradient Descent in CNNs Example Setup.mp4 (32.42 MB)
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37  Gradient Descent in CNNs Why Derivaties.mp4 (55.72 MB)
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38  Gradient Descent in CNNs What is Chain Rule.mp4 (42.5 MB)
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39  Gradient Descent in CNNs Applying Chain Rule.mp4 (56.66 MB)
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4  Introduction Request for Your Honest Review.mp4 (29.19 MB)
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40  Gradient Descent in CNNs Gradients of Convolutional Layer.mp4 (53.77 MB)
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41  Gradient Descent in CNNs Extending To Multiple Filters.mp4 (23.1 MB)
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42  Gradient Descent in CNNs Gradients of MaxPooling Layer.mp4 (49.67 MB)
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43  Gradient Descent in CNNs Extending to Multiple Layers.mp4 (40.32 MB)
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44  Gradient Descent in CNNs Implementation in Numpy ForwardPass mp4.mp4 (42.92 MB)
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45  Gradient Descent in CNNs Implementation in Numpy BackwardPass 1.mp4 (36.51 MB)
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46  Gradient Descent in CNNs Implementation in Numpy BackwardPass 2.mp4 (25.05 MB)
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47  Gradient Descent in CNNs Implementation in Numpy BackwardPass 3.mp4 (46.33 MB)
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48  Gradient Descent in CNNs Implementation in Numpy BackwardPass 4.mp4 (72.21 MB)
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49  Gradient Descent in CNNs Implementation in Numpy BackwardPass 5.mp4 (109.67 MB)
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5  Image Processing Gray Scale Images.mp4 (50.51 MB)
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50  Gradient Descent in CNNs Gradient Descent in CNNs Activity.mp4 (11.57 MB)
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51  Introduction to TensorFlow Introduction.mp4 (43 MB)
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52  Introduction to TensorFlow FashionMNIST Example Plan Neural Network.mp4 (137.19 MB)
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53  Introduction to TensorFlow FashionMNIST Example CNN.mp4 (144.55 MB)
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54  Introduction to TensorFlow Introduction to TensorFlow Activity.mp4 (6.08 MB)
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55  Classical CNNs LeNet.mp4 (29.82 MB)
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56  Classical CNNs AlexNet.mp4 (47.42 MB)
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57  Classical CNNs VGG.mp4 (26.73 MB)
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58  Classical CNNs InceptionNet.mp4 (43.55 MB)
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59  Classical CNNs GoogLeNet.mp4 (25.83 MB)
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6  Image Processing RGB Images.mp4 (46.42 MB)
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60  Classical CNNs Resnet.mp4 (43.58 MB)
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61  Classical CNNs Classical CNNs Activity.mp4 (7.22 MB)
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62  Transfer Learning What is Transfer learning.mp4 (46.5 MB)
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63  Transfer Learning Why Transfer Learning.mp4 (89.91 MB)
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64  Transfer Learning ImageNet Challenge.mp4 (63.16 MB)
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65  Transfer Learning Practical Tips.mp4 (32.26 MB)
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66  Transfer Learning Project in TensorFlow.mp4 (215.89 MB)
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67  Transfer Learning Transfer Learning Activity.mp4 (5.84 MB)
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68  Yolo Image Classfication Revisited.mp4 (31.95 MB)
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69  Yolo Sliding Window Object Localization.mp4 (67.36 MB)
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7  Image Processing Reading and Showing Images in Python.mp4 (60.34 MB)
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70  Yolo Sliding Window Efficient Implementation.mp4 (46.92 MB)
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71  Yolo Yolo Introduction.mp4 (64.97 MB)
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72  Yolo Yolo Training Data Generation.mp4 (43.85 MB)
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73  Yolo Yolo Anchor Boxes.mp4 (64.3 MB)
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74  Yolo Yolo Algorithm.mp4 (47.8 MB)
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75  Yolo Yolo Non Maxima Supression.mp4 (65.87 MB)
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76  Yolo RCNN.mp4 (18.01 MB)
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77  Yolo Yolo Activity.mp4 (7.43 MB)
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78  Face Verification Problem Setup.mp4 (52.38 MB)
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79  Face Verification Project Implementation.mp4 (103.81 MB)
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8  Image Processing Converting an Image to Grayscale in Python.mp4 (49.13 MB)
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80  Face Verification Face Verification Activity.mp4 (5.28 MB)
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81  Neural Style Transfer Problem Setup.mp4 (147.97 MB)
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82  Neural Style Transfer Implementation Tensorflow Hub.mp4 (64.02 MB)
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9  Image Processing Image Formation.mp4 (22.04 MB)
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10  Applications of RNN (Motivation) Activity.mp4 (15.33 MB)
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11  RNN Architecture Introduction to Module.mp4 (19.96 MB)
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12  RNN Architecture Fixed Length Memory Model.mp4 (52.59 MB)
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13  RNN Architecture Fixed Length Memory Model Exercise.mp4 (5.75 MB)
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14  RNN Architecture Fixed Length Memory Model Exercise Solution Part 01.mp4 (18.3 MB)
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15  RNN Architecture Fixed Length Memory Model Exercise Solution Part 02.mp4 (20.43 MB)
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16  RNN Architecture Infinite Memory Architecture.mp4 (60.88 MB)
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17  RNN Architecture Infinite Memory Architecture Exercise.mp4 (7.29 MB)
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18  RNN Architecture Infinite Memory Architecture Solution.mp4 (28.56 MB)
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19  RNN Architecture Weight Sharing.mp4 (79.12 MB)
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2  Introduction to Course Focus of the Course.mp4 (33.18 MB)
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20  RNN Architecture Notations.mp4 (46.85 MB)
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21  RNN Architecture ManyToMany Model.mp4 (52.38 MB)
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22  RNN Architecture ManyToMany Model Exercise 01.mp4 (11.27 MB)
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23  RNN Architecture ManyToMany Model Solution 01.mp4 (17.9 MB)
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24  RNN Architecture ManyToMany Model Exercise 02.mp4 (6.31 MB)
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25  RNN Architecture ManyToMany Model Solution 02.mp4 (19.72 MB)
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26  RNN Architecture ManyToOne Model.mp4 (40.68 MB)
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27  RNN Architecture ManyToOne Model Exercise.mp4 (5.01 MB)
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28  RNN Architecture ManyToOne Model Solution.mp4 (14 MB)
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29  RNN Architecture OneToMany Model.mp4 (30.28 MB)
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3  Introduction to Course Request for Your Honest Review.mp4 (29.2 MB)
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30  RNN Architecture OneToMany Model Exercise.mp4 (9.82 MB)
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31  RNN Architecture OneToMany Model Solution.mp4 (9.94 MB)
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32  RNN Architecture Activity Many to One.mp4 (32.87 MB)
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33  RNN Architecture Activity Many to One Exercise.mp4 (5.72 MB)
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34  RNN Architecture Activity Many to One Solution.mp4 (11.48 MB)
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35  RNN Architecture ManyToMany Different Sizes Model.mp4 (60.26 MB)
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36  RNN Architecture Activity Many to Many Nmt.mp4 (25.62 MB)
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37  RNN Architecture Models Summary.mp4 (22.39 MB)
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38  RNN Architecture Deep RNNs.mp4 (41.78 MB)
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39  RNN Architecture Deep RNNs Exercise.mp4 (5.61 MB)
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4  Applications of RNN (Motivation) Human Activity Recognition.mp4 (52.18 MB)
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40  RNN Architecture Deep RNNs Solution.mp4 (14.11 MB)
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41  Gradient Decsent in RNN Introduction to Gradient Descent Module.mp4 (32.42 MB)
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42  Gradient Decsent in RNN Example Setup.mp4 (26.75 MB)
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43  Gradient Decsent in RNN Equations.mp4 (37.74 MB)
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44  Gradient Decsent in RNN Equations Exercise.mp4 (13.51 MB)
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45  Gradient Decsent in RNN Equations Solution.mp4 (19.79 MB)
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46  Gradient Decsent in RNN Loss Function.mp4 (43.23 MB)
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47  Gradient Decsent in RNN Why Gradients.mp4 (32.91 MB)
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48  Gradient Decsent in RNN Why Gradients Exercise.mp4 (4.8 MB)
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49  Gradient Decsent in RNN Why Gradients Solution.mp4 (14.52 MB)
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5  Applications of RNN (Motivation) Image Captioning.mp4 (62.02 MB)
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50  Gradient Decsent in RNN Chain Rule.mp4 (42.64 MB)
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51  Gradient Decsent in RNN Chain Rule in Action.mp4 (37.68 MB)
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52  Gradient Decsent in RNN BackPropagation Through Time.mp4 (73.02 MB)
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53  Gradient Decsent in RNN Activity.mp4 (8.58 MB)
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54  RNN Implementation Automatic Diffrenciation.mp4 (15.58 MB)
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55  RNN Implementation Automatic Diffrenciation Pytorch.mp4 (34.07 MB)
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56  RNN Implementation Language Modeling Next Word Prediction Vocabulary Index.mp4 (20.1 MB)
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57  RNN Implementation Language Modeling Next Word Prediction Vocabulary Index Embeddings.mp4 (19.57 MB)
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58  RNN Implementation Language Modeling Next Word Prediction RNN Architecture.mp4 (19.05 MB)
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59  RNN Implementation Language Modeling Next Word Prediction Python 1.mp4 (36.36 MB)
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6  Applications of RNN (Motivation) Machine Translation.mp4 (48.78 MB)
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60  RNN Implementation Language Modeling Next Word Prediction Python 2.mp4 (49.29 MB)
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61  RNN Implementation Language Modeling Next Word Prediction Python 3.mp4 (54.03 MB)
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62  RNN Implementation Language Modeling Next Word Prediction Python 4.mp4 (32.5 MB)
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63  RNN Implementation Language Modeling Next Word Prediction Python 5.mp4 (25.18 MB)
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64  RNN Implementation Language Modeling Next Word Prediction Python 6.mp4 (90.3 MB)
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65  Sentiment Classification using RNNVocabulary Implementation.mp4 (72.89 MB)
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66  Sentiment Classification using RNNVocabulary Implementation Helpers.mp4 (35.53 MB)
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67  Sentiment Classification using RNNVocabulary Implementation From File.mp4 (41.61 MB)
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68  Sentiment Classification using RNNVectorizer.mp4 (26.36 MB)
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69  Sentiment Classification using RNNRNN Setup 1.mp4 (49.05 MB)
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7  Applications of RNN (Motivation) Speech Recognition.mp4 (43.15 MB)
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70  Sentiment Classification using RNNRNN Setup 2.mp4 (169.7 MB)
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71  Sentiment Classification using RNNWhatNext.mp4 (23.2 MB)
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72  Vanishing Gradients in RNN Introduction to Better RNNs Module.mp4 (31.47 MB)
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73  Vanishing Gradients in RNN Introduction Vanishing Gradients in RNN.mp4 (48.25 MB)
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74  Vanishing Gradients in RNN GRU.mp4 (58.87 MB)
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75  Vanishing Gradients in RNN GRU Optional.mp4 (28.03 MB)
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76  Vanishing Gradients in RNN LSTM.mp4 (37.06 MB)
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77  Vanishing Gradients in RNN LSTM Optional.mp4 (26.49 MB)
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78  Vanishing Gradients in RNN Bidirectional RNN.mp4 (43.03 MB)
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79  Vanishing Gradients in RNN Attention Model.mp4 (55.53 MB)
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8  Applications of RNN (Motivation) Stock Price Predictions.mp4 (65.82 MB)
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80  Vanishing Gradients in RNN Attention Model Optional.mp4 (37.51 MB)
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81  TensorFlow Introduction to TensorFlow.mp4 (43.02 MB)
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82  TensorFlow TensorFlow Text Classification Example using RNN.mp4 (133.02 MB)
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83  Project I  Book Writer Introduction.mp4 (53.88 MB)
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84  Project I  Book Writer Data Mapping.mp4 (74.13 MB)
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85  Project I  Book Writer Modling RNN Architecture.mp4 (76.09 MB)
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86  Project I  Book Writer Modling RNN Model in TensorFlow.mp4 (49.49 MB)
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87  Project I  Book Writer Modling RNN Model Training.mp4 (39.56 MB)
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88  Project I  Book Writer Modling RNN Model Text Generation.mp4 (74.07 MB)
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89  Project I  Book Writer Activity.mp4 (37.63 MB)
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9  Applications of RNN (Motivation) When to Model RNN.mp4 (98.54 MB)
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90  Project II  Stock Price Prediction Problem Statement.mp4 (20.88 MB)
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91  Project II  Stock Price Prediction Data Set.mp4 (64.62 MB)
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92  Project II  Stock Price Prediction Data Prepration.mp4 (78.23 MB)
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93  Project II  Stock Price Prediction RNN Model Training and Evaluation.mp4 (116.69 MB)
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94  Project II  Stock Price Prediction Activity.mp4 (25.52 MB)
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95  Further Readings and Resourses Further Readings and Resourses 1.mp4 (71.82 MB)
MP4

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