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[FreeCourseSite.com] Udemy - Data Science Masterclass With R! 4 Projects+8 Case Studies

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种子名称： [FreeCourseSite.com] Udemy - Data Science Masterclass With R! 4 Projects+8 Case Studies
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收录时间： 2019-1-26 21:28
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1. Meet Your Instructor/1. Meet Your Instructor.mp420.63MB

10. Introduction To Statistics/1. Intro To Stat - Part 1.mp4106.91MB

10. Introduction To Statistics/11. Intro To Stat - Part 6.mp469.45MB

10. Introduction To Statistics/12. Intro To Stat - Part 7.mp4163.79MB

10. Introduction To Statistics/14. Intro To Stat - Part 8.mp4115.16MB

10. Introduction To Statistics/16. Intro To Stat - Part 9.mp4108.25MB

10. Introduction To Statistics/18. Intro To Stat - Part 10.mp4144.94MB

10. Introduction To Statistics/20. Intro To Stat - Part 11.mp466.83MB

10. Introduction To Statistics/3. Intro To Stat - Part 2.mp471.12MB

10. Introduction To Statistics/5. Intro To Stat - Part 3.mp4123.21MB

10. Introduction To Statistics/7. Intro To Stat - Part 4.mp428.51MB

10. Introduction To Statistics/9. Intro To Stat - Part 5.mp4123.91MB

11. HYPOTHESIS Testing -1/1. Hypothesys Testing - Part 1.mp468.37MB

11. HYPOTHESIS Testing -1/3. Hypothesys Testing - Part 2.mp4104.72MB

11. HYPOTHESIS Testing -1/5. Hypothesys Testing - Part 3.mp4108.31MB

11. HYPOTHESIS Testing -1/6. Hypothesys Testing - Part 4.mp450.83MB

12. Hypothesis Testing in Practice/1. Hypothesys Testing in Practice - Part 1.mp4156.03MB

12. Hypothesis Testing in Practice/10. Chi Square -Part 1.mp497.18MB

12. Hypothesis Testing in Practice/12. Chi Square -Part 2.mp4126.22MB

12. Hypothesis Testing in Practice/14. ANOVA - Part 1.mp4106.23MB

12. Hypothesis Testing in Practice/16. ANOVA - Part 2.mp4157.41MB

12. Hypothesis Testing in Practice/17. What we discussed in the chapter so far - Summary of the Chapter.mp449MB

12. Hypothesis Testing in Practice/3. Hypothesys Testing in Practice - Part 2.mp4111.4MB

12. Hypothesis Testing in Practice/4. Hypothesys Testing in Practice - Part 3.mp4154.02MB

12. Hypothesis Testing in Practice/6. Hypothesys Testing in Practice - Part 4.mp4119.54MB

12. Hypothesis Testing in Practice/7. Hypothesys Testing in Practice - Part 5.mp494.59MB

12. Hypothesis Testing in Practice/9. Hypothesys Testing in Practice - Part 6.mp4141.7MB

13. Machine Learning Toolbox/1. Machine Learning Toolbox - Part 1.mp495.28MB

13. Machine Learning Toolbox/2. Machine Learning Toolbox - Part 2.mp472.72MB

14. Business Use Case Understaing/1. Business Case Understanding.mp489.78MB

15. Data Pre-Processing/1. Data Pre-Processing 1.mp4146.1MB

15. Data Pre-Processing/10. Data Pre-Processing 6.mp442.34MB

15. Data Pre-Processing/11. Data Pre-Processing 7.mp4135.37MB

15. Data Pre-Processing/3. Data Pre-Processing 2.mp4131.23MB

15. Data Pre-Processing/5. Data Pre-Processing 3.mp4100.52MB

15. Data Pre-Processing/7. Data Pre-Processing 4.mp489.43MB

15. Data Pre-Processing/8. Data Pre-Processing 5.mp4146.44MB

16. SUPERVISED LEARNING REGRESSION/1. Linear Regression 1.mp474.39MB

16. SUPERVISED LEARNING REGRESSION/10. Linear Regression 9 - Stepwise Regression.mp4160.57MB

16. SUPERVISED LEARNING REGRESSION/11. Linear Regression 10 - Dummy Variable.mp4108.4MB

16. SUPERVISED LEARNING REGRESSION/12. Linear Regression 11 - Non Linear.mp486.93MB

16. SUPERVISED LEARNING REGRESSION/2. Linear Regression 2.mp4114.13MB

16. SUPERVISED LEARNING REGRESSION/3. Linear Regression 3.mp4244.91MB

16. SUPERVISED LEARNING REGRESSION/4. Linear Regression 4.mp4172.52MB

16. SUPERVISED LEARNING REGRESSION/5. Linear Regression 5.mp4236.23MB

16. SUPERVISED LEARNING REGRESSION/6. Linear Regression 6.mp4128.16MB

16. SUPERVISED LEARNING REGRESSION/7. Linear Regression 7 - Correlation Part 1.mp4119.45MB

16. SUPERVISED LEARNING REGRESSION/8. Linear Regression 7 - Correlation Part 2.mp4138.63MB

16. SUPERVISED LEARNING REGRESSION/9. Linear Regression 8 - Stepwise Regression.mp497.4MB

17. Logistic Regression/1. Logistics Regression Intuition.mp496.84MB

17. Logistic Regression/2. R Code Implementation -Part1.mp451.5MB

17. Logistic Regression/3. R Code Implementation -Part2.mp4116.21MB

17. Logistic Regression/5. Model Evaluation.mp4110.6MB

17. Logistic Regression/7. Telecom Churn Case Study.mp4240.28MB

17. Logistic Regression/9. Summary.mp452.8MB

18. K-NN/1. K-NN Intuition.mp488.63MB

18. K-NN/2. K-NN R Code Implementation.mp4141.28MB

18. K-NN/4. K-NN Case Study.mp4173.94MB

19. SVM/1. SVM - Intuition.mp456.44MB

19. SVM/2. SVM - R Code Implementation.mp497.17MB

19. SVM/4. SVM - Model Tuning.mp487.43MB

19. SVM/6. SVM - Telecom Case Study.mp452.79MB

19. SVM/8. SVM - Non Separable Case.mp429.73MB

19. SVM/9. SVM - Pros and Cons.mp429.72MB

2. INTRODUCTION TO DATA SCIENCE/1. Introduction to Business Analytics.mp4107.63MB

2. INTRODUCTION TO DATA SCIENCE/3. Introduction to Machine Learning.mp4117.6MB

2. INTRODUCTION TO DATA SCIENCE/5. Introduction To Data Scientist.mp486.61MB

2. INTRODUCTION TO DATA SCIENCE/7. How to switch your career into ML.mp4117.46MB

2. INTRODUCTION TO DATA SCIENCE/9. How to switch your career into ML.mp431.18MB

20. Naive Bayes/1. Naive Bayes - Intuition.mp4136.64MB

20. Naive Bayes/2. Naive Bayes - R Code Implementation.mp496.08MB

20. Naive Bayes/3. Naive Bayes - Case Study.mp476.28MB

21. Decision Tree/1. Decision Tree Intuition.mp4102.51MB

21. Decision Tree/2. Decision Tree -How it works.mp467.82MB

21. Decision Tree/3. Decision Tree - R Code Implementation.mp4131.23MB

22. Random Forest/1. Random Forest - Intuition.mp481.89MB

22. Random Forest/2. Random Forest -R Code Implementation.mp454.3MB

22. Random Forest/3. Random Forest - Case Study.mp496.55MB

23. Capstone Project - Titanic Survival/1. Capstone Project -Introduction.mp4101.41MB

23. Capstone Project - Titanic Survival/2. Capstone Project - Data Understanding.mp459.01MB

23. Capstone Project - Titanic Survival/3. Capstone Project - Lazy Predictor.mp467.42MB

23. Capstone Project - Titanic Survival/4. Capstone Project - Data Preparation.mp472.5MB

23. Capstone Project - Titanic Survival/5. Capstone Project - Data Exploration.mp452.27MB

23. Capstone Project - Titanic Survival/6. Capstone Project - Feature Engineering.mp479.38MB

24. K-Mean Clustering/1. Unsupervised Learning Introduction.mp440.55MB

24. K-Mean Clustering/2. K-Mean Clustering Intuition.mp4148.43MB

24. K-Mean Clustering/3. K-Mean Clustering R Code Implementation.mp4174.02MB

24. K-Mean Clustering/4. K-Mean Clustering Case Study.mp4112.72MB

25. Hierarchical Clustering/1. Hierarchical Clustering Intuition.mp479.46MB

25. Hierarchical Clustering/2. Hierarchical Clustering R Code Implementation.mp4168.4MB

25. Hierarchical Clustering/3. Hierarchical Clustering Case Study.mp473.24MB

26. DBScan Clustering/1. DBScan Clustering -Intuition and R Code.mp4100.43MB

26. DBScan Clustering/2. DBScan Clustering - Case Study.mp485.77MB

27. Principal Component Analysis (PCA)/1. PCA - Intuition.mp480.14MB

27. Principal Component Analysis (PCA)/2. PCA - R Code Implementation.mp4181.91MB

27. Principal Component Analysis (PCA)/3. PCA - Case Study.mp4171.8MB

28. Association Rule Mining/1. Association Rule Mining -Introduction.mp4159.47MB

28. Association Rule Mining/2. Association Rule Mining -R Code Implementation.mp4111.88MB

28. Association Rule Mining/3. Association Rule Mining - Pre-Processing.mp471.77MB

28. Association Rule Mining/4. Association Rule Mining - Case Study.mp4204.13MB

29. Capstone Project - Big Mart Sell/1. Big Mart Sale - Data Structure.mp4112.05MB

29. Capstone Project - Big Mart Sell/2. Big Mart Sale - Univariate Analysis.mp4105.02MB

29. Capstone Project - Big Mart Sell/3. Big Mart Sale - Bi-Variate Analysis.mp483.42MB

29. Capstone Project - Big Mart Sell/4. Big Mart Sale - Fetature Engineering.mp4144.57MB

29. Capstone Project - Big Mart Sell/5. Big Mart Sale - Pre-Processing.mp4235.09MB

29. Capstone Project - Big Mart Sell/6. Big Mart Sale - Model Building & Evaluation.mp4201.04MB

3. Course Curriculum Overview/1. What We are Going to Discuss Over the Course.mp4218.64MB

30. Model Deployment/1. Model Deployment - Workflow.mp471.36MB

30. Model Deployment/2. Model Deployment - Pre Requisite.mp499.07MB

30. Model Deployment/3. Model Deployment - Steps To Follow.mp4199.42MB

30. Model Deployment/4. Model Deployment - Azure ML DEMO.mp4127.54MB

4. INTRODUCTION TO R/1. Introduction to R.mp4133.18MB

4. INTRODUCTION TO R/3. Setting up R.mp4114.57MB

5. R Programming/1. R Programming - R Operator.mp4120.92MB

5. R Programming/2. R Conditional Statement & Loop.mp484.9MB

5. R Programming/4. R Programming - R Function.mp4118.16MB

5. R Programming/6. R Programming - R Function #2.mp4103.51MB

5. R Programming/8. R Programming - R Function #3.mp450.75MB

6. R Data Structure/1. R Data Structure - Vector.mp4111.73MB

6. R Data Structure/10. R Data Structure - Factor.mp454.72MB

6. R Data Structure/13. R Data Structure - List.mp460.68MB

6. R Data Structure/4. Matrix, Array and Data Frame.mp4159.63MB

6. R Data Structure/8. A Deep Drive to R Data Frame.mp4148.91MB

7. Import and Export in R/1. Import CSV Data in R.mp491.45MB

7. Import and Export in R/11. Export Data in R - CSV & Excel.mp437.85MB

7. Import and Export in R/4. Import Text Data in R.mp433.7MB

7. Import and Export in R/7. Import Excel, Web Data in R.mp4139.57MB

7. Import and Export in R/9. Export Data in R - Text.mp419.75MB

8. Data Manipulation/1. Data Manipulation - Apply Function.mp4119.93MB

8. Data Manipulation/10. Data Manipulation - group by.mp4103.46MB

8. Data Manipulation/12. Data Manipulation - Date.mp498.06MB

8. Data Manipulation/3. Data Manipulation - select.mp4117.09MB

8. Data Manipulation/4. Data Manipulation - mutate.mp4176.04MB

8. Data Manipulation/5. Data Manipulation - filter.mp4189.31MB

8. Data Manipulation/6. Data Manipulation - arrange.mp4102.89MB

8. Data Manipulation/8. Data Manipulation - Pipe Operator.mp4138.98MB

9. Data Visualization/1. Introduction to Data Visualization & Scatter Plot.mp4114.97MB

9. Data Visualization/11. Data Visualization - Bar Plot.mp466.14MB

9. Data Visualization/13. Data Visualization - Pie Chart.mp461.08MB

9. Data Visualization/15. Data Visualization - Histogram.mp475.23MB

9. Data Visualization/17. Data Visualization - Density Plot.mp422.31MB

9. Data Visualization/19. Data Visualization - Box Plot.mp447.38MB

9. Data Visualization/21. Data Visualization - Mosaic Plot and Heat Map.mp472.4MB

9. Data Visualization/23. Data Visualization - 3D Plot.mp4113.83MB

9. Data Visualization/25. Correlation Plot and Word Cloud.mp4100.09MB

9. Data Visualization/27. Data Visualization - ggplot2 Part 1.mp4120.07MB

9. Data Visualization/28. Data Visualization - ggplot2 Part 2.mp482.54MB

9. Data Visualization/3. Data Visualization - mfrow.mp480.99MB

9. Data Visualization/30. Data Visualization - ggplot2 Part 3.mp4150.57MB

9. Data Visualization/5. Data Visualization - Color.mp410.31MB

9. Data Visualization/7. Data Visualization - pch.mp4132.6MB

9. Data Visualization/9. Data Visualization - Line Chart.mp432.5MB