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[Tutorialsplanet.NET] Udemy - Machine Learning 101 with Scikit-learn and StatsModels
magnet:?xt=urn:btih:d9083f9a5c05b1841aa3c62ec6670163f16b3b21&dn=[Tutorialsplanet.NET] Udemy - Machine Learning 101 with Scikit-learn and StatsModels
磁力链接详情
Hash值:
d9083f9a5c05b1841aa3c62ec6670163f16b3b21
点击数:
161
文件大小:
2.35 GB
文件数量:
75
创建日期:
2021-4-18 19:10
最后访问:
2024-10-5 10:58
访问标签:
Tutorialsplanet
NET
Udemy
-
Machine
Learning
101
with
Scikit-learn
and
StatsModels
文件列表详情
1. Introduction/1. What Does the Course Cover.mp4 51.51 MB
2. Setting Up The Working Environment/1. Setting Up the Environment - An Introduction (Do Not Skip, Please)!.mp4 5.27 MB
2. Setting Up The Working Environment/2. Why Python and Why Jupyter.mp4 41.08 MB
2. Setting Up The Working Environment/4. Installing Anaconda.mp4 34.95 MB
2. Setting Up The Working Environment/5. The Jupyter Dashboard - Part 1.mp4 9.56 MB
2. Setting Up The Working Environment/6. The Jupyter Dashboard - Part 2.mp4 21.23 MB
2. Setting Up The Working Environment/9. Installing sklearn.mp4 7.85 MB
3. Linear Regression with StatsModels/1. Introduction to Regression Analysis.mp4 14.68 MB
3. Linear Regression with StatsModels/10. Simple Linear Regression in Python.mp4 41.81 MB
3. Linear Regression with StatsModels/12. What is Seaborn.mp4 10.97 MB
3. Linear Regression with StatsModels/13. What Does the StatsModels Summary Regression Table Tell us.mp4 40.96 MB
3. Linear Regression with StatsModels/15. SST, SSR, and SSE.mp4 42.26 MB
3. Linear Regression with StatsModels/17. The Ordinary Least Squares (OLS).mp4 26.01 MB
3. Linear Regression with StatsModels/19. Goodness of Fit The R-Squared.mp4 36.96 MB
3. Linear Regression with StatsModels/21. The Multiple Linear Regression Model.mp4 19.1 MB
3. Linear Regression with StatsModels/23. Adjusted R-Squared.mp4 49.68 MB
3. Linear Regression with StatsModels/26. F-Statistic and F-Test for a Linear Regression.mp4 15.06 MB
3. Linear Regression with StatsModels/27. Assumptions of the OLS Framework.mp4 19.39 MB
3. Linear Regression with StatsModels/29. A1 Linearity.mp4 12.05 MB
3. Linear Regression with StatsModels/3. The Linear Regression Model.mp4 51.01 MB
3. Linear Regression with StatsModels/31. A2 No Endogeneity.mp4 32.46 MB
3. Linear Regression with StatsModels/33. A3 Normality and Homoscedasticity.mp4 39.99 MB
3. Linear Regression with StatsModels/34. A4 No Autocorrelation.mp4 28.62 MB
3. Linear Regression with StatsModels/36. A5 No Multicollinearity.mp4 26.58 MB
3. Linear Regression with StatsModels/38. Dealing with Categorical Data.mp4 51.38 MB
3. Linear Regression with StatsModels/40. Making Predictions.mp4 23.06 MB
3. Linear Regression with StatsModels/5. Correlation vs Regression.mp4 12.72 MB
3. Linear Regression with StatsModels/7. Geometrical Representation.mp4 4.92 MB
3. Linear Regression with StatsModels/9. Python Packages Installation.mp4 36.84 MB
4. Linear Regression with Sklearn/1. What is sklearn.mp4 27.26 MB
4. Linear Regression with Sklearn/10. Feature Selection through p-values (F-regression).mp4 29.54 MB
4. Linear Regression with Sklearn/12. Creating a Summary Table with the p-values.mp4 12.3 MB
4. Linear Regression with Sklearn/14. Feature Scaling.mp4 39.06 MB
4. Linear Regression with Sklearn/15. Feature Selection through Standardization.mp4 34.89 MB
4. Linear Regression with Sklearn/16. Making Predictions with Standardized Coefficients.mp4 25.98 MB
4. Linear Regression with Sklearn/18. Underfitting and Overfitting.mp4 16.96 MB
4. Linear Regression with Sklearn/19. Training and Testing.mp4 49.16 MB
4. Linear Regression with Sklearn/2. Game Plan for sklearn.mp4 19.38 MB
4. Linear Regression with Sklearn/3. Simple Linear Regression with sklearn.mp4 34.77 MB
4. Linear Regression with Sklearn/4. Simple Linear Regression with sklearn - Summary Table.mp4 32 MB
4. Linear Regression with Sklearn/7. Multiple Linear Regression with sklearn.mp4 20.07 MB
4. Linear Regression with Sklearn/8. Adjusted R-Squared.mp4 30.89 MB
5. Linear Regression - Practical Example/1. Practical Example (Part 1).mp4 97.08 MB
5. Linear Regression - Practical Example/2. Practical Example (Part 2).mp4 45.96 MB
5. Linear Regression - Practical Example/4. Practical Example (Part 3).mp4 23.71 MB
5. Linear Regression - Practical Example/6. Practical Example (Part 4).mp4 56.02 MB
5. Linear Regression - Practical Example/8. Practical Example (Part 5).mp4 57.88 MB
6. Logistic Regression/1. Introduction to Logistic Regression.mp4 23.44 MB
6. Logistic Regression/10. Dummies in a Logistic Regression.mp4 35.57 MB
6. Logistic Regression/12. Assessing the Accuracy of a Classification Model.mp4 29.53 MB
6. Logistic Regression/14. Underfitting and Overfitting.mp4 20.38 MB
6. Logistic Regression/15. Testing our Model and Bulding a Confusion Matrix.mp4 30.53 MB
6. Logistic Regression/2. A Simple Example of a Logistic Regression in Python.mp4 32.13 MB
6. Logistic Regression/3. What is the Difference Between a Logistic and a Logit Function.mp4 75.84 MB
6. Logistic Regression/4. Your First Logistic Regression.mp4 15.96 MB
6. Logistic Regression/6. A Coding Tip (optional).mp4 21.07 MB
6. Logistic Regression/7. Going through the Regression Summary Table.mp4 27.81 MB
6. Logistic Regression/9. Interpreting the Odds Ratio.mp4 28.91 MB
7. Cluster Analysis/1. Introduction to Cluster Analysis.mp4 44.62 MB
7. Cluster Analysis/10. The Elbow Method or How to Choose the Number of Clusters.mp4 40.33 MB
7. Cluster Analysis/12. Pros and Cons of K-Means.mp4 32.64 MB
7. Cluster Analysis/13. Standardization of Features when Clustering.mp4 26.83 MB
7. Cluster Analysis/14. Cluster Analysis and Regression Analysis.mp4 9.19 MB
7. Cluster Analysis/15. Practical Example Market Segmentation (Part 1).mp4 40.22 MB
7. Cluster Analysis/16. Practical Example Market Segmentation (Part 2).mp4 50.81 MB
7. Cluster Analysis/17. What Can be Done with Cluster Analysis.mp4 63.54 MB
7. Cluster Analysis/2. Examples of Clustering.mp4 62.93 MB
7. Cluster Analysis/3. Classification vs Clustering.mp4 30.39 MB
7. Cluster Analysis/4. Math Concepts Needed to Proceed.mp4 13.46 MB
7. Cluster Analysis/5. K-Means Clustering.mp4 24.97 MB
7. Cluster Analysis/6. A Hands on Example of K-Means.mp4 48.64 MB
7. Cluster Analysis/8. Categorical Data in Cluster Analysis.mp4 20.25 MB
8. Cluster Analysis Additional Topics/1. Other Types of Clustering.mp4 37.11 MB
8. Cluster Analysis Additional Topics/2. The Dendrogram.mp4 26.78 MB
8. Cluster Analysis Additional Topics/3. Heatmaps.mp4 27.39 MB
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