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mp4 | Video: h264,1280X720 | Audio: AAC, 44.1 KHz
Genre:eLearning | Language: English | Size:8.38 GB

Files Included :

1  Introduction to Statistics.mp4 (174.52 MB)
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10  Hands On - Exercise with Python.mp4 (67.22 MB)
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11  Descriptive Statistics - Measures of Shape.mp4 (166.92 MB)
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12  Descriptive Statistics - Measures of Position.mp4 (73.31 MB)
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13  Descriptive Statistics - Standard Scores.mp4 (94.37 MB)
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14  Descriptive Statistics - Hands On.mp4 (68.31 MB)
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15  Problem Statement - Wine Reviews Data Set Analysis.mp4 (26.36 MB)
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16  Solution for Project 1.mp4 (93.07 MB)
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17  Project 2 - Customer Income Data Analysis.mp4 (31.06 MB)
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18  Solution for Project 2.mp4 (56.62 MB)
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19  Project 3 - US Arrests Dataset.mp4 (23.69 MB)
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2  Types of Statistical Analysis - Descriptive Statistics.mp4 (116 MB)
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20  Solution for Project 3 - US Arrests Dataset.mp4 (72.06 MB)
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21  Project 4 - BigMart Sales data analysis.mp4 (32.7 MB)
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22  Solution for Big Mart Data Analysis.mp4 (80.48 MB)
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3  Types of Statistical Analysis - Inferential Statistics.mp4 (172.19 MB)
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4  How Statistics and Machine Learning are Related.mp4 (104.44 MB)
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5  Understanding the Types of Data.mp4 (151.48 MB)
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6  Sampling Techniques.mp4 (198.04 MB)
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7  Descriptive Statistics - Measure of Central Tendency.mp4 (130.02 MB)
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8  Descriptive Statistics - Measures of Dispersion - Range & Interquartile Range.mp4 (121.82 MB)
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9  Descriptive Statistics - Measures of Dispersion - Variance & Standard Deviation.mp4 (73.25 MB)
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1  Introduction to Exploratory Data Analysis.mp4 (95.1 MB)
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10  Project 5 - Crimes in Boston City.mp4 (41.25 MB)
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11  Project 5 - Solution.mp4 (91.07 MB)
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12  Project 6 - PUBG Game Analysis.mp4 (39.03 MB)
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13  Project 6 - PUBG Game Analysis - Solution.mp4 (233.62 MB)
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14  Project 7 - FIFA Game Analysis.mp4 (27.28 MB)
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15  Project 7 - Solution.mp4 (70.5 MB)
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16  Project 8 - Covid19 Data Analysis.mp4 (22.7 MB)
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17  Project 8 Solution.mp4 (91.29 MB)
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2  Types of Data Analysis.mp4 (45.98 MB)
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3  Univariate Non Graphical EDA & Outlier Analysis.mp4 (109.63 MB)
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4  Univariate Graphical EDA & Hands On.mp4 (167.41 MB)
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5  Multivariate Non Graphical EDA.mp4 (161.67 MB)
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6  Multi variate Graphical EDA.mp4 (106.47 MB)
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7  Steps in EDA.mp4 (67.82 MB)
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8  Summary of Graphical EDA Techniques.mp4 (33.3 MB)
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9  Hands On EDA on Titanic Data Set.mp4 (340.44 MB)
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1  Introduction to Probability.mp4 (92.41 MB)
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10  Bayes Theorem in Data Science.mp4 (30.2 MB)
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11  Hands On  Bayes Algorithm in Python.mp4 (91.42 MB)
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12  Random Variables.mp4 (94.97 MB)
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13  Various Distribution functions.mp4 (130.84 MB)
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14  Hands ON  Generate the Discrete & Continuous Random numbers.mp4 (48.79 MB)
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15  Central Limit Theorem and Hands On.mp4 (47.43 MB)
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16  Applications of Probability Distributions.mp4 (37.26 MB)
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17  Hands On  Transform the data to get Normal Distribution curve.mp4 (121.55 MB)
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18  Example Problems for Probability.mp4 (61.1 MB)
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19  Project 9 - Cars Dataset & Solution.mp4 (52.04 MB)
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2  Key Terminology of Probability.mp4 (83.91 MB)
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20  Hands On - Bayes Theorem.mp4 (44.89 MB)
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21  Project 10 - Hands On - Normal Distribution & CDF.mp4 (50.47 MB)
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3  Rules of Probability.mp4 (40.01 MB)
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4  Marginal Probability , Joint Probability.mp4 (139.51 MB)
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5  Disjoint Events and Non Disjoint events.mp4 (63.53 MB)
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6  Independent and Dependent events.mp4 (64.56 MB)
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7  Product Rule of Dependent & Independent Events.mp4 (106.16 MB)
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8  Task with Manifold Bank and compute probability.mp4 (161.84 MB)
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9  Bayes Theorem.mp4 (49.24 MB)
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1  Introduction to Inferential Statistics.mp4 (80.58 MB)
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10  1 Sample t-test.mp4 (39.54 MB)
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11  1 sample t-test Hands On.mp4 (27.22 MB)
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12  2 Sample t-test.mp4 (32.65 MB)
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13  2 sample t-test Hands On.mp4 (31.68 MB)
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14  Paired Sample t-test.mp4 (24.67 MB)
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15  Hands On - Paired Sample t-test.mp4 (34.61 MB)
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16  Chi-Square Goodness of Fit.mp4 (37.99 MB)
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17  Hands On - Chi Square test.mp4 (21.63 MB)
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18  Anova.mp4 (19.11 MB)
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19  Hands On - Anova.mp4 (25.5 MB)
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2  Key Terminology of Inferential Statistics.mp4 (32.83 MB)
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20  Project 11 - Inferential Statistics - cars.mp4 (23.45 MB)
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21  Project 11 - Solution.mp4 (42.39 MB)
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22  Project 12 - Blood Pressure health dataset.mp4 (19.19 MB)
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23  Project 12 - Solution.mp4 (22.96 MB)
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24  Project 13 - Students admissions dataset.mp4 (19.84 MB)
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25  Project 13 - Solution.mp4 (21.35 MB)
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3  Hands On - Population & Sample.mp4 (42.27 MB)
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4  Types of Statistical Inference.mp4 (79.29 MB)
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5  Confidence Interval - Margin of Error - Confidence Interval Estimation.mp4 (76.52 MB)
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6  Demo - Margin of Error and Confidence Interval.mp4 (40.42 MB)
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7  Hypothesis Testing & Steps of Hypothesis testing.mp4 (63.04 MB)
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8  ZTest and Example Problem.mp4 (53.89 MB)
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9  ZTest Solution Hands On.mp4 (30.72 MB)
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1  Introduction to Regression , What , Why and Types of Problem we can solve.mp4 (90.99 MB)
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10  Gradient Descent Hands On Part 2.mp4 (75.82 MB)
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11  Project 14 - Hands On - Implementation of Linear Regression using StatsModels.mp4 (20.76 MB)
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12  Project 14 - Solution.mp4 (103.33 MB)
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13  Project 15 - Salary Prediction Problem Statement.mp4 (20.3 MB)
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14  Project 15 - Solution.mp4 (51.73 MB)
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15  Project 16 - House Price Prediction Dataset.mp4 (25.94 MB)
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16  Project 16 - Solution.mp4 (40.95 MB)
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17  Project 17 - Medical Cost Prediction.mp4 (23.19 MB)
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18  Project 17 Solution.mp4 (59.11 MB)
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19  Project 18 - Company Profit prediction.mp4 (29.61 MB)
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2  Assumptions of Linear Regression.mp4 (26.48 MB)
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20  Project 18 - Solution.mp4 (47.44 MB)
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3  Intuition of Linear Regression.mp4 (68.25 MB)
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4  Linear Regression with Normal Equation.mp4 (58.44 MB)
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5  Apply Linear Regression using Sklearn - Hands On.mp4 (57.76 MB)
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6  Checking Assumption of Linear Regression - Hands On.mp4 (97.69 MB)
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7  How Good is your fit.mp4 (33.95 MB)
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8  How Minimisation of Error is performed - Gradient Descent.mp4 (85.52 MB)
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9  Gradient Descent Hands On Part 1.mp4 (88.97 MB)
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1  Introduction to Logistic Regression.mp4 (42.38 MB)
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10  Project 21 - Solution.mp4 (54.1 MB)
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11  Project 22 - Nursery Student Dataset.mp4 (20.81 MB)
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12  Project 22 - Solution.mp4 (33.19 MB)
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2  Hands On - Logistic Regression Plot.mp4 (54.34 MB)
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3  Assumptions of Logistic Regression.mp4 (22.62 MB)
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4  Logistic Regression from Scratch.mp4 (78.81 MB)
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5  Project 19 - Diabetes Prediction.mp4 (18.68 MB)
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6  Project 19 - Solution.mp4 (56.74 MB)
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7  Project 20 - Heart Disease Prediction.mp4 (21.02 MB)
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8  Project 20 - Solution.mp4 (51.9 MB)
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9  Project 21 - Titanic Survival Dataset.mp4 (19.57 MB)
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1  Resampling Technique.mp4 (59.97 MB)
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2  Cross validation Techniques Hands On.mp4 (124.85 MB)
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3  Project 23 - Flight Price Prediction.mp4 (27.39 MB)
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4  Project 23 Solution.mp4 (138.24 MB)
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5  Project 24 -  Concrete Compressive Strength.mp4 (29.58 MB)
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6  Project 24 - Solution.mp4 (92.93 MB)
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7  Project 25 - US Baseball Salary prediction.mp4 (15.55 MB)
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8  Project 25 - Solution.mp4 (79.21 MB)
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