5.65 GB | 11min 36s | mp4 | 1280X720  | 16:9
Genre:eLearning |Language:English

Files Included :
1  Exploring Data and Analysis.mp4 (1.84 MB)
10  Column Deletion.mp4 (7.39 MB)
11  Deleting Columns from a Data Frame.mp4 (49.89 MB)
12  Row Selection.mp4 (29.12 MB)
13  Row Addition and Deleting.mp4 (46.48 MB)
14  Analyzing the Data Frame.mp4 (83.75 MB)
15  Describing the Data.mp4 (35.76 MB)
16  Panel.mp4 (65.17 MB)
17  Analyzing.mp4 (76.77 MB)
18  Data Analysis.mp4 (70.58 MB)
19  Variable Analysis.mp4 (37.03 MB)
2  Series.mp4 (42.52 MB)
20  Data Grouping.mp4 (12.85 MB)
21  Iterating Through Groups.mp4 (14.37 MB)
22  Aggregations.mp4 (20.18 MB)
23  Transformations and Filtration.mp4 (46.05 MB)
3  Accessing Data.mp4 (37.7 MB)
4  Analyzing and Exploring.mp4 (42.02 MB)
5  Operations.mp4 (36.91 MB)
6  Data Structures.mp4 (28.45 MB)
7  Creating a DataFrame.mp4 (46.52 MB)
8  Updating and Accessing.mp4 (31.17 MB)
9  Column Addition.mp4 (30.65 MB)
1  Basic Example and Setting up OpenAI.mp4 (21.27 MB)
10  Word Embeddings and NLP Models.mp4 (12.04 MB)
11  Applications and Challenges.mp4 (18.15 MB)
12  Import Libraries.mp4 (11.96 MB)
13  Embeddings OpenAI.mp4 (24.34 MB)
14  Documents.mp4 (15.93 MB)
15  Indexing the Documents.mp4 (31.06 MB)
16  RetrievalQA Chain.mp4 (21.28 MB)
17  Query, result, print.mp4 (8.36 MB)
2  Import os.mp4 (17.64 MB)
3  Prompt Template.mp4 (24.99 MB)
4  Creating an Instance.mp4 (18.41 MB)
5  Creating an LLMChain.mp4 (16.72 MB)
6  Running the Chain.mp4 (14.96 MB)
7  Semantic Search using LangChain.mp4 (11.22 MB)
8  Natural Language Understanding.mp4 (10 MB)
9  Synonym and Related Concepts Recognition.mp4 (9.11 MB)
1  Langchain.mp4 (28.34 MB)
10  Enhancing the Calculator.mp4 (26.05 MB)
11  Text-to-Speech Output.mp4 (25.86 MB)
12  Simple Data Analysis Project.mp4 (9.28 MB)
13  Importing the Libraries.mp4 (15.91 MB)
14  Loading the Data.mp4 (21.92 MB)
15  Exploring the Data.mp4 (7.66 MB)
16  Data Analysis with Numpy.mp4 (22.95 MB)
17  Data Visualization with Matplotlib and Seaborn.mp4 (20.62 MB)
18  LangChain in Data Analysis.mp4 (13.88 MB)
19  Integrating LangChain for Advanced Data Analysis.mp4 (22.32 MB)
2  Building a Simple Calculator Example.mp4 (12.43 MB)
20  Creating a Real Estate Project.mp4 (28.02 MB)
21  Understanding the Dataset.mp4 (13.97 MB)
3  Basic Python Calc.mp4 (10.97 MB)
4  Simple User Interface.mp4 (11.23 MB)
5  Operations in Calculator.mp4 (27.19 MB)
6  Integrating Calculator.mp4 (15.07 MB)
7  Setting up LLMChain in Calculator.mp4 (11.56 MB)
8  Integrating the Voice Input in Calculator.mp4 (9.37 MB)
9  Set Up the Voice Recognition.mp4 (38.02 MB)
1  Pinecone.mp4 (22.26 MB)
2  Integrating LangChain with Pinecone.mp4 (13.08 MB)
3  Matplotlib.mp4 (10.67 MB)
4  Seaborn.mp4 (11.73 MB)
5  LangChain and Pinecone.mp4 (6.68 MB)
6  Semantic Search on Text Data.mp4 (13.38 MB)
7  Data Visualization with Matplotlib and Seaborn.mp4 (12.35 MB)
8  Setting up LangChain for Vector Search.mp4 (35.47 MB)
9  Using LangChain to Build a Language Model Application.mp4 (22.87 MB)
1  Machine Learning Projects.mp4 (39.21 MB)
10  Possible Implementation.mp4 (20.65 MB)
11  Housing with ID.mp4 (28.48 MB)
12  Sklearn Model Selection.mp4 (18.25 MB)
13  Histogram of Income Categories.mp4 (32.51 MB)
14  StratifiedShuffleSplit.mp4 (25.11 MB)
15  Visualizing Data for Insights.mp4 (15.09 MB)
16  High Density Areas.mp4 (27.25 MB)
17  Correlations.mp4 (51.63 MB)
18  Median income versus median house value.mp4 (12.12 MB)
19  Attribute Combinations.mp4 (31.79 MB)
2  Pipeline.mp4 (27.26 MB)
20  Data Preperation.mp4 (12.85 MB)
21  Cleaning Data.mp4 (31.26 MB)
22  Categorical Attributes and Handling Texts.mp4 (25.8 MB)
23  OneHotEncoder.mp4 (18.79 MB)
24  Transformers.mp4 (19.77 MB)
25  BaseEstimator, TransformerMixin.mp4 (35.64 MB)
26  Pipelines.mp4 (27.84 MB)
27  ColumnTransformer.mp4 (23.71 MB)
28  Training and Evaluating on the Training Set.mp4 (19.47 MB)
29  RMSE and DecisionTreeRegressor.mp4 (37.67 MB)
3  Root Mean Square Error (RMSE).mp4 (27.6 MB)
30  Cross-Validation.mp4 (23.6 MB)
31  Decision Tree.mp4 (20.75 MB)
32  RandomForestRegressor.mp4 (44.92 MB)
33  Grid Search.mp4 (22.14 MB)
34  Grid Search CV.mp4 (28.16 MB)
35  Randomized Search and Analyzing Best Models.mp4 (37.38 MB)
36  Test Set.mp4 (33.44 MB)
4  Notations.mp4 (28.94 MB)
5  Mean Absolute Error.mp4 (23.06 MB)
6  Fetch Housing Data.mp4 (38.85 MB)
7  Housing Info.mp4 (18.84 MB)
8  Histogram for Each Numerical Attribute.mp4 (56.75 MB)
9  Test Set.mp4 (30.66 MB)
1  Classification.mp4 (20.27 MB)
10  Decision Function Method.mp4 (17.69 MB)
11  Precision Recall Curve.mp4 (44.2 MB)
12  Predict Method.mp4 (32.96 MB)
13  ROC Curve.mp4 (22.23 MB)
14  ROC AUC Score.mp4 (38.43 MB)
15  Comparing ROC Curves.mp4 (25.29 MB)
16  Multiclass Classification.mp4 (19.01 MB)
17  SGDClassifier.mp4 (24.05 MB)
18  OneVsOneClassifier.mp4 (47.49 MB)
19  Error Analysis.mp4 (17.18 MB)
2  imshow and digit 5.mp4 (33.87 MB)
20  Error Analysis - Part 2.mp4 (62.92 MB)
21  Multilabel Classification.mp4 (32.22 MB)
22  Multioutput Classification.mp4 (39.24 MB)
3  Binary Classifier.mp4 (18.3 MB)
4  Cross-Validation.mp4 (29.78 MB)
5  crossvalscore.mp4 (27.22 MB)
6  Confusion Matrix.mp4 (17.58 MB)
7  Illustrated Confusion Matrix.mp4 (53.4 MB)
8  Recall and Precision.mp4 (34 MB)
9  Precision Recall Tradeoff.mp4 (33.45 MB)
1  Training Models.mp4 (27.53 MB)
10  Stochastic Gradient Descent.mp4 (29.23 MB)
11  Polynomial Regression.mp4 (37.97 MB)
12  PolynomialFeatures.mp4 (52.57 MB)
13  Learning Curves.mp4 (36.88 MB)
14  Learning Curves Graph.mp4 (36.35 MB)
15  Pipeline.mp4 (26.35 MB)
16  Early Stopping.mp4 (30.99 MB)
17  Import clone.mp4 (68.25 MB)
18  Logistic Regression.mp4 (34.89 MB)
19  Decision Boundaries.mp4 (30.76 MB)
2  Normal Equation.mp4 (13.68 MB)
20  Estimated Probabilities.mp4 (38.1 MB)
3  np linalg.mp4 (23.54 MB)
4  Linear Regression Model Predictions.mp4 (15.61 MB)
5  Singular Value Decomposition (SVD).mp4 (28.82 MB)
6  Gradient Descent.mp4 (31.74 MB)
7  Learning Rate and Pitfalls.mp4 (54.1 MB)
8  Batch Gradient Descent.mp4 (16.06 MB)
9  Gradient Descent Step.mp4 (46.25 MB)
1  Linear SVM Classification.mp4 (55.88 MB)
10  Training Objective.mp4 (30.56 MB)
11  Smaller weight vector results.mp4 (21.26 MB)
12  Constrained Optimization and Slack Var.mp4 (30.11 MB)
13  Quadratic Programming.mp4 (12.36 MB)
14  Quadratic Programming Problem.mp4 (16.27 MB)
15  QP Parameter.mp4 (18.44 MB)
16  Kernelized SVM.mp4 (11.98 MB)
17  Kernel Trick for a 2nd-degree Polynomial.mp4 (31.02 MB)
18  Polynomial Kernel.mp4 (14.64 MB)
19  Common Kernels.mp4 (19.59 MB)
2  Soft Margin Classification.mp4 (27.94 MB)
20  Making Predictions with a Kernelized SVM.mp4 (21.09 MB)
21  Continuing the Equations.mp4 (17.9 MB)
3  StandardScaler.mp4 (44.75 MB)
4  Nonlinear SVM.mp4 (41.92 MB)
5  Linear SVM Classifier.mp4 (24.48 MB)
6  Polynomial Kernel.mp4 (16.66 MB)
7  Gaussian RBF.mp4 (18.4 MB)
8  SVM Regression.mp4 (43.42 MB)
9  SVM Regression - 2.mp4 (30.16 MB)
1  Training and Visualizing a Decision Tree.mp4 (49.73 MB)
2  Gini Impurity.mp4 (29.51 MB)
3  CART Algorithm.mp4 (30.85 MB)
4  Regression.mp4 (49.13 MB)
1  Hard Voting Classifier Predictions.mp4 (34.08 MB)
10  Weight update rule.mp4 (13.36 MB)
11  AdaBoost predictions.mp4 (41.27 MB)
12  Gradient Boosting.mp4 (47.1 MB)
13  GradientBoostingRegressor.mp4 (19.84 MB)
14  GBRT Ensemble.mp4 (36.31 MB)
15  XGBoost.mp4 (54.89 MB)
2  Scikit-Learn.mp4 (47.44 MB)
3  Pasting and Bagging.mp4 (6.1 MB)
4  Pasting and Bagging in Scikit-Learn.mp4 (6.1 MB)
5  Out-of-Bag.mp4 (71.79 MB)
6  Random Forests.mp4 (26.68 MB)
7  Feature Importance.mp4 (18.83 MB)
8  AdaBoost.mp4 (37.58 MB)
9  Predictor Weight.mp4 (14.79 MB)
1  Dimensionality Reduction.mp4 (10.22 MB)
10  Incremental PCA.mp4 (31.32 MB)
11  Kernel PCA.mp4 (9.44 MB)
12  Tuning Hyperparameters and Selecting a Kernel.mp4 (68.47 MB)
13  Locally Linear Embedding.mp4 (20.77 MB)
14  LLE Works.mp4 (10.12 MB)
15  LLE step1 and step 2.mp4 (45.25 MB)
2  Curse of Dimensionality.mp4 (42.8 MB)
3  Principal Components.mp4 (49.7 MB)
4  d Dimensions.mp4 (13.78 MB)
5  Using Scikit-Learn.mp4 (12.57 MB)
6  Variance Ratio.mp4 (6.64 MB)
7  Right Number of Dimensions.mp4 (44.39 MB)
8  PCA for Compression.mp4 (40.24 MB)
9  Randomized PCA.mp4 (22.18 MB)
1  Building AI Chatbot using LangChain.mp4 (7.17 MB)
2  Set Up OpenAI API Key.mp4 (11.84 MB)
3  Build a Simple Langchain Chatbot.mp4 (15.2 MB)
4  Create a Loop for User Interface.mp4 (7.88 MB)
5  Improving the Chatbot with Memory.mp4 (18.27 MB)]
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