Download Free Download : Udemy Statistics for AI Data Science and Business Analysis 2024
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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MP4
10 Hands On - Exercise with Python.mp4 (67.22 MB)
MP4
11 Descriptive Statistics - Measures of Shape.mp4 (166.92 MB)
MP4
12 Descriptive Statistics - Measures of Position.mp4 (73.31 MB)
MP4
13 Descriptive Statistics - Standard Scores.mp4 (94.37 MB)
MP4
14 Descriptive Statistics - Hands On.mp4 (68.31 MB)
MP4
15 Problem Statement - Wine Reviews Data Set Analysis.mp4 (26.36 MB)
MP4
16 Solution for Project 1.mp4 (93.07 MB)
MP4
17 Project 2 - Customer Income Data Analysis.mp4 (31.06 MB)
MP4
18 Solution for Project 2.mp4 (56.62 MB)
MP4
19 Project 3 - US Arrests Dataset.mp4 (23.69 MB)
MP4
2 Types of Statistical Analysis - Descriptive Statistics.mp4 (116 MB)
MP4
20 Solution for Project 3 - US Arrests Dataset.mp4 (72.06 MB)
MP4
21 Project 4 - BigMart Sales data analysis.mp4 (32.7 MB)
MP4
22 Solution for Big Mart Data Analysis.mp4 (80.48 MB)
MP4
3 Types of Statistical Analysis - Inferential Statistics.mp4 (172.19 MB)
MP4
4 How Statistics and Machine Learning are Related.mp4 (104.44 MB)
MP4
5 Understanding the Types of Data.mp4 (151.48 MB)
MP4
6 Sampling Techniques.mp4 (198.04 MB)
MP4
7 Descriptive Statistics - Measure of Central Tendency.mp4 (130.02 MB)
MP4
8 Descriptive Statistics - Measures of Dispersion - Range & Interquartile Range.mp4 (121.82 MB)
MP4
9 Descriptive Statistics - Measures of Dispersion - Variance & Standard Deviation.mp4 (73.25 MB)
MP4
1 Introduction to Exploratory Data Analysis.mp4 (95.1 MB)
MP4
10 Project 5 - Crimes in Boston City.mp4 (41.25 MB)
MP4
11 Project 5 - Solution.mp4 (91.07 MB)
MP4
12 Project 6 - PUBG Game Analysis.mp4 (39.03 MB)
MP4
13 Project 6 - PUBG Game Analysis - Solution.mp4 (233.62 MB)
MP4
14 Project 7 - FIFA Game Analysis.mp4 (27.28 MB)
MP4
15 Project 7 - Solution.mp4 (70.5 MB)
MP4
16 Project 8 - Covid19 Data Analysis.mp4 (22.7 MB)
MP4
17 Project 8 Solution.mp4 (91.29 MB)
MP4
2 Types of Data Analysis.mp4 (45.98 MB)
MP4
3 Univariate Non Graphical EDA & Outlier Analysis.mp4 (109.63 MB)
MP4
4 Univariate Graphical EDA & Hands On.mp4 (167.41 MB)
MP4
5 Multivariate Non Graphical EDA.mp4 (161.67 MB)
MP4
6 Multi variate Graphical EDA.mp4 (106.47 MB)
MP4
7 Steps in EDA.mp4 (67.82 MB)
MP4
8 Summary of Graphical EDA Techniques.mp4 (33.3 MB)
MP4
9 Hands On EDA on Titanic Data Set.mp4 (340.44 MB)
MP4
1 Introduction to Probability.mp4 (92.41 MB)
MP4
10 Bayes Theorem in Data Science.mp4 (30.2 MB)
MP4
11 Hands On Bayes Algorithm in Python.mp4 (91.42 MB)
MP4
12 Random Variables.mp4 (94.97 MB)
MP4
13 Various Distribution functions.mp4 (130.84 MB)
MP4
14 Hands ON Generate the Discrete & Continuous Random numbers.mp4 (48.79 MB)
MP4
15 Central Limit Theorem and Hands On.mp4 (47.43 MB)
MP4
16 Applications of Probability Distributions.mp4 (37.26 MB)
MP4
17 Hands On Transform the data to get Normal Distribution curve.mp4 (121.55 MB)
MP4
18 Example Problems for Probability.mp4 (61.1 MB)
MP4
19 Project 9 - Cars Dataset & Solution.mp4 (52.04 MB)
MP4
2 Key Terminology of Probability.mp4 (83.91 MB)
MP4
20 Hands On - Bayes Theorem.mp4 (44.89 MB)
MP4
21 Project 10 - Hands On - Normal Distribution & CDF.mp4 (50.47 MB)
MP4
3 Rules of Probability.mp4 (40.01 MB)
MP4
4 Marginal Probability , Joint Probability.mp4 (139.51 MB)
MP4
5 Disjoint Events and Non Disjoint events.mp4 (63.53 MB)
MP4
6 Independent and Dependent events.mp4 (64.56 MB)
MP4
7 Product Rule of Dependent & Independent Events.mp4 (106.16 MB)
MP4
8 Task with Manifold Bank and compute probability.mp4 (161.84 MB)
MP4
9 Bayes Theorem.mp4 (49.24 MB)
MP4
1 Introduction to Inferential Statistics.mp4 (80.58 MB)
MP4
10 1 Sample t-test.mp4 (39.54 MB)
MP4
11 1 sample t-test Hands On.mp4 (27.22 MB)
MP4
12 2 Sample t-test.mp4 (32.65 MB)
MP4
13 2 sample t-test Hands On.mp4 (31.68 MB)
MP4
14 Paired Sample t-test.mp4 (24.67 MB)
MP4
15 Hands On - Paired Sample t-test.mp4 (34.61 MB)
MP4
16 Chi-Square Goodness of Fit.mp4 (37.99 MB)
MP4
17 Hands On - Chi Square test.mp4 (21.63 MB)
MP4
18 Anova.mp4 (19.11 MB)
MP4
19 Hands On - Anova.mp4 (25.5 MB)
MP4
2 Key Terminology of Inferential Statistics.mp4 (32.83 MB)
MP4
20 Project 11 - Inferential Statistics - cars.mp4 (23.45 MB)
MP4
21 Project 11 - Solution.mp4 (42.39 MB)
MP4
22 Project 12 - Blood Pressure health dataset.mp4 (19.19 MB)
MP4
23 Project 12 - Solution.mp4 (22.96 MB)
MP4
24 Project 13 - Students admissions dataset.mp4 (19.84 MB)
MP4
25 Project 13 - Solution.mp4 (21.35 MB)
MP4
3 Hands On - Population & Sample.mp4 (42.27 MB)
MP4
4 Types of Statistical Inference.mp4 (79.29 MB)
MP4
5 Confidence Interval - Margin of Error - Confidence Interval Estimation.mp4 (76.52 MB)
MP4
6 Demo - Margin of Error and Confidence Interval.mp4 (40.42 MB)
MP4
7 Hypothesis Testing & Steps of Hypothesis testing.mp4 (63.04 MB)
MP4
8 ZTest and Example Problem.mp4 (53.89 MB)
MP4
9 ZTest Solution Hands On.mp4 (30.72 MB)
MP4
1 Introduction to Regression , What , Why and Types of Problem we can solve.mp4 (90.99 MB)
MP4
10 Gradient Descent Hands On Part 2.mp4 (75.82 MB)
MP4
11 Project 14 - Hands On - Implementation of Linear Regression using StatsModels.mp4 (20.76 MB)
MP4
12 Project 14 - Solution.mp4 (103.33 MB)
MP4
13 Project 15 - Salary Prediction Problem Statement.mp4 (20.3 MB)
MP4
14 Project 15 - Solution.mp4 (51.73 MB)
MP4
15 Project 16 - House Price Prediction Dataset.mp4 (25.94 MB)
MP4
16 Project 16 - Solution.mp4 (40.95 MB)
MP4
17 Project 17 - Medical Cost Prediction.mp4 (23.19 MB)
MP4
18 Project 17 Solution.mp4 (59.11 MB)
MP4
19 Project 18 - Company Profit prediction.mp4 (29.61 MB)
MP4
2 Assumptions of Linear Regression.mp4 (26.48 MB)
MP4
20 Project 18 - Solution.mp4 (47.44 MB)
MP4
3 Intuition of Linear Regression.mp4 (68.25 MB)
MP4
4 Linear Regression with Normal Equation.mp4 (58.44 MB)
MP4
5 Apply Linear Regression using Sklearn - Hands On.mp4 (57.76 MB)
MP4
6 Checking Assumption of Linear Regression - Hands On.mp4 (97.69 MB)
MP4
7 How Good is your fit.mp4 (33.95 MB)
MP4
8 How Minimisation of Error is performed - Gradient Descent.mp4 (85.52 MB)
MP4
9 Gradient Descent Hands On Part 1.mp4 (88.97 MB)
MP4
1 Introduction to Logistic Regression.mp4 (42.38 MB)
MP4
10 Project 21 - Solution.mp4 (54.1 MB)
MP4
11 Project 22 - Nursery Student Dataset.mp4 (20.81 MB)
MP4
12 Project 22 - Solution.mp4 (33.19 MB)
MP4
2 Hands On - Logistic Regression Plot.mp4 (54.34 MB)
MP4
3 Assumptions of Logistic Regression.mp4 (22.62 MB)
MP4
4 Logistic Regression from Scratch.mp4 (78.81 MB)
MP4
5 Project 19 - Diabetes Prediction.mp4 (18.68 MB)
MP4
6 Project 19 - Solution.mp4 (56.74 MB)
MP4
7 Project 20 - Heart Disease Prediction.mp4 (21.02 MB)
MP4
8 Project 20 - Solution.mp4 (51.9 MB)
MP4
9 Project 21 - Titanic Survival Dataset.mp4 (19.57 MB)
MP4
1 Resampling Technique.mp4 (59.97 MB)
MP4
2 Cross validation Techniques Hands On.mp4 (124.85 MB)
MP4
3 Project 23 - Flight Price Prediction.mp4 (27.39 MB)
MP4
4 Project 23 Solution.mp4 (138.24 MB)
MP4
5 Project 24 - Concrete Compressive Strength.mp4 (29.58 MB)
MP4
6 Project 24 - Solution.mp4 (92.93 MB)
MP4
7 Project 25 - US Baseball Salary prediction.mp4 (15.55 MB)
MP4
8 Project 25 - Solution.mp4 (79.21 MB)
MP4
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