Filename | Size |
| 01 - Introduction/001 Welcome Challenge!.html | 2.1 KB |
| 01 - Introduction/002 Welcome to The Machine Learning Series Level 1.mp4 | 13.7 MB |
| 01 - Introduction/002 Welcome to The Machine Learning Series Level 1_en.srt | 4.4 KB |
| 01 - Introduction/003 The Machine Learning Process.mp4 | 8 MB |
| 01 - Introduction/003 The Machine Learning Process_en.srt | 2.8 KB |
| 01 - Introduction/004 Get all the Datasets, Codes and Slides here.html | 457 B |
| 01 - Introduction/005 A walk-through the course materials and Google Colab.mp4 | 19.9 MB |
| 01 - Introduction/005 A walk-through the course materials and Google Colab_en.srt | 8.2 KB |
| 01 - Introduction/006 BONUS Use ChatGPT in your ML Work.html | 406 B |
| 02 - Regression/001 What is Regression.mp4 | 5 MB |
| 02 - Regression/001 What is Regression_en.srt | 3.4 KB |
| 02 - Regression/002 Simple Linear Regression.mp4 | 5 MB |
| 02 - Regression/002 Simple Linear Regression_en.srt | 3.5 KB |
| 02 - Regression/003 Ordinary Least Squares.mp4 | 6.4 MB |
| 02 - Regression/003 Ordinary Least Squares_en.srt | 5.1 KB |
| 02 - Regression/004 Multiple Linear Regression.mp4 | 8.4 MB |
| 02 - Regression/004 Multiple Linear Regression_en.srt | 4 KB |
| 02 - Regression/005 Assumptions of Linear Regression.mp4 | 24.6 MB |
| 02 - Regression/005 Assumptions of Linear Regression_en.srt | 7.2 KB |
| 02 - Regression/006 Linear Regression Hands-On - Step 1.mp4 | 24.4 MB |
| 02 - Regression/006 Linear Regression Hands-On - Step 1_en.srt | 8.1 KB |
| 02 - Regression/007 Linear Regression Hands-On - Step 2.mp4 | 34.7 MB |
| 02 - Regression/007 Linear Regression Hands-On - Step 2_en.srt | 10.3 KB |
| 02 - Regression/008 Linear Regression Hands-On - Step 3.mp4 | 46.2 MB |
| 02 - Regression/008 Linear Regression Hands-On - Step 3_en.srt | 11.9 KB |
| 02 - Regression/009 Training Set and Test Set.mp4 | 5.4 MB |
| 02 - Regression/009 Training Set and Test Set_en.srt | 3.2 KB |
| 02 - Regression/010 Linear Regression Hands-On - Step 4.mp4 | 34.7 MB |
| 02 - Regression/010 Linear Regression Hands-On - Step 4_en.srt | 10.7 KB |
| 02 - Regression/011 Linear Regression Hands-On - Step 5.mp4 | 10.3 MB |
| 02 - Regression/011 Linear Regression Hands-On - Step 5_en.srt | 8 KB |
| 02 - Regression/012 Linear Regression Hands-On - Step 6.mp4 | 6.8 MB |
| 02 - Regression/012 Linear Regression Hands-On - Step 6_en.srt | 8 KB |
| 02 - Regression/013 Linear Regression Hands-On - Step 7.mp4 | 9.5 MB |
| 02 - Regression/013 Linear Regression Hands-On - Step 7_en.srt | 6.2 KB |
| 02 - Regression/014 Linear Regression Hands-On - Step 8.mp4 | 6.1 MB |
| 02 - Regression/014 Linear Regression Hands-On - Step 8_en.srt | 4.4 KB |
| 02 - Regression/015 R-Squared.mp4 | 8.6 MB |
| 02 - Regression/015 R-Squared_en.srt | 7.4 KB |
| 02 - Regression/016 Adjusted R-Squared.mp4 | 11.6 MB |
| 02 - Regression/016 Adjusted R-Squared_en.srt | 8.3 KB |
| 02 - Regression/017 Linear Regression Hands-On - Step 9.mp4 | 11.9 MB |
| 02 - Regression/017 Linear Regression Hands-On - Step 9_en.srt | 6.6 KB |
| 02 - Regression/018 Linear Regression Hands-On - Step 10.mp4 | 8 MB |
| 02 - Regression/018 Linear Regression Hands-On - Step 10_en.srt | 6.3 KB |
| 02 - Regression/external-links.txt | 78 B |
| 03 - Classification/001 What is Classification.mp4 | 5.6 MB |
| 03 - Classification/001 What is Classification_en.srt | 4.1 KB |
| 03 - Classification/002 Logistic Regression.mp4 | 24.7 MB |
| 03 - Classification/002 Logistic Regression_en.srt | 8.1 KB |
| 03 - Classification/003 Maximum Likelihood.mp4 | 7.1 MB |
| 03 - Classification/003 Maximum Likelihood_en.srt | 6 KB |
| 03 - Classification/004 Logistic Regression Hands-On - Step 1.mp4 | 20.4 MB |
| 03 - Classification/004 Logistic Regression Hands-On - Step 1_en.srt | 8.1 KB |
| 03 - Classification/005 Logistic Regression Hands-On - Step 2.mp4 | 7.7 MB |
| 03 - Classification/005 Logistic Regression Hands-On - Step 2_en.srt | 5 KB |
| 03 - Classification/006 Logistic Regression Hands-On - Step 3.mp4 | 20.5 MB |
| 03 - Classification/006 Logistic Regression Hands-On - Step 3_en.srt | 9.5 KB |
| 03 - Classification/007 Logistic Regression Hands-On - Step 4.mp4 | 14.3 MB |
| 03 - Classification/007 Logistic Regression Hands-On - Step 4_en.srt | 6.8 KB |
| 03 - Classification/008 Feature Scaling.mp4 | 14 MB |
| 03 - Classification/008 Feature Scaling_en.srt | 9.6 KB |
| 03 - Classification/009 Logistic Regression Hands-On - Step 5.mp4 | 29.8 MB |
| 03 - Classification/009 Logistic Regression Hands-On - Step 5_en.srt | 12 KB |
| 03 - Classification/010 Logistic Regression Hands-On - Step 6.mp4 | 5.7 MB |
| 03 - Classification/010 Logistic Regression Hands-On - Step 6_en.srt | 4.4 KB |
| 03 - Classification/011 Logistic Regression Hands-On - Step 7.mp4 | 4.4 MB |
| 03 - Classification/011 Logistic Regression Hands-On - Step 7_en.srt | 3.2 KB |
| 03 - Classification/012 Logistic Regression Hands-On - Step 8a.mp4 | 18.4 MB |
| 03 - Classification/012 Logistic Regression Hands-On - Step 8a_en.srt | 8.3 KB |
| 03 - Classification/013 Logistic Regression Hands-On - Step 8b.mp4 | 6.1 MB |
| 03 - Classification/013 Logistic Regression Hands-On - Step 8b_en.srt | 4.2 KB |
| 03 - Classification/014 Confusion Matrix and Accuracy.mp4 | 15.6 MB |
| 03 - Classification/014 Confusion Matrix and Accuracy_en.srt | 7.5 KB |
| 03 - Classification/015 Logistic Regression Hands-On - Step 9.mp4 | 8.9 MB |
| 03 - Classification/015 Logistic Regression Hands-On - Step 9_en.srt | 6.3 KB |
| 03 - Classification/016 Logistic Regression Hands-On - Step 10.mp4 | 8.7 MB |
| 03 - Classification/016 Logistic Regression Hands-On - Step 10_en.srt | 6.8 KB |
| 04 - Clustering/001 What is Clustering.mp4 | 15.5 MB |
| 04 - Clustering/001 What is Clustering_en.srt | 5.7 KB |
| 04 - Clustering/002 K-Means Clustering.mp4 | 4.1 MB |
| 04 - Clustering/002 K-Means Clustering_en.srt | 4.7 KB |
| 04 - Clustering/003 The Elbow Method.mp4 | 7.5 MB |
| 04 - Clustering/003 The Elbow Method_en.srt | 6.7 KB |
| 04 - Clustering/004 K-Means Clustering - Step 1.mp4 | 16.3 MB |
| 04 - Clustering/004 K-Means Clustering - Step 1_en.srt | 9.9 KB |
| 04 - Clustering/005 K-Means Clustering - Step 2.mp4 | 12.7 MB |
| 04 - Clustering/005 K-Means Clustering - Step 2_en.srt | 9.7 KB |
| 04 - Clustering/006 K-Means Clustering - Step 3a.mp4 | 18.5 MB |
| 04 - Clustering/006 K-Means Clustering - Step 3a_en.srt | 11.9 KB |
| 04 - Clustering/007 K-Means Clustering - Step 3b.mp4 | 19.9 MB |
| 04 - Clustering/007 K-Means Clustering - Step 3b_en.srt | 11.8 KB |