Filename | Size |
| 01 Welcome to the course.rar | 118.3 MB |
| 02 -------------------- Part 1 Data Preprocessing --------------------.rar | 236.3 MB |
| 03 -------------------- Part 2 Regression --------------------.rar | 1 KB |
| 04 Simple Linear Regression.rar | 200.9 MB |
| 05 Multiple Linear Regression.rar | 366.2 MB |
| 06 Polynomial Regression.rar | 317.1 MB |
| 07 Support Vector Regression (SVR).rar | 120 MB |
| 08 Decision Tree Regression.rar | 120.1 MB |
| 09 Random Forest Regression.rar | 111.6 MB |
| 10 Evaluating Regression Models Performance.rar | 67.9 MB |
| 11 -------------------- Part 3 Classification --------------------.rar | 1 KB |
| 12 Logistic Regression.rar | 271.6 MB |
| 13 K-Nearest Neighbors (K-NN).rar | 111 MB |
| 14 Support Vector Machine (SVM).rar | 118.5 MB |
| 15 Kernel SVM.rar | 169.5 MB |
| 16 Naive Bayes.rar | 176.8 MB |
| 17 Decision Tree Classification.rar | 124.5 MB |
| 18 Random Forest Classification.rar | 144.9 MB |
| 19 Evaluating Classification Models Performance.rar | 42.5 MB |
| 20 -------------------- Part 4 Clustering --------------------.rar | 1 KB |
| 21 K-Means Clustering.rar | 141.3 MB |
| 22 Hierarchical Clustering.rar | 169.9 MB |
| 23 -------------------- Part 5 Association Rule Learning --------------------.rar | 906 B |
| 24 Apriori.rar | 266.4 MB |
| 25 Eclat.rar | 42.2 MB |
| 26 -------------------- Part 6 Reinforcement Learning --------------------.rar | 1.1 KB |
| 27 Upper Confidence Bound (UCB).rar | 300.3 MB |
| 28 Thompson Sampling.rar | 163.3 MB |
| 29 -------------------- Part 7 Natural Language Processing --------------------.rar | 448 MB |
| 30 -------------------- Part 8 Deep Learning --------------------.rar | 25.5 MB |
| 31 Artificial Neural Networks.rar | 506 MB |
| 32 Convolutional Neural Networks.rar | 353.5 MB |
| 33 -------------------- Part 9 Dimensionality Reduction --------------------.rar | 1.2 KB |
| 34 Principal Component Analysis (PCA).rar | 194.7 MB |
| 35 Linear Discriminant Analysis (LDA).rar | 114.3 MB |
| 36 Kernel PCA.rar | 92.2 MB |
| 37 -------------------- Part 10 Model Selection Boosting --------------------.rar | 1.1 KB |
| 38 Model Selection.rar | 167.5 MB |
| 39 XGBoost.rar | 100.4 MB |
| 40 Bonus Lectures.rar | 2.5 KB |