Filename | Size |
| 1. An Introduction to Machine Learning/1. Introduction.mp4 | 1.7 MB |
| 1. An Introduction to Machine Learning/1. Introduction.srt | 1.6 KB |
| 1. An Introduction to Machine Learning/2. What is Machine Learning.mp4 | 29.2 MB |
| 1. An Introduction to Machine Learning/2. What is Machine Learning.srt | 15.8 KB |
| 1. An Introduction to Machine Learning/3. Types and Applications of ML.mp4 | 53.1 MB |
| 1. An Introduction to Machine Learning/3. Types and Applications of ML.srt | 34.8 KB |
| 1. An Introduction to Machine Learning/4. AI vs ML.mp4 | 22.9 MB |
| 1. An Introduction to Machine Learning/4. AI vs ML.srt | 12.5 KB |
| 1. An Introduction to Machine Learning/5. Essential Math for ML and AI.mp4 | 35.8 MB |
| 1. An Introduction to Machine Learning/5. Essential Math for ML and AI.srt | 23.3 KB |
| 1. An Introduction to Machine Learning/6. Quiz- Questions- Section1.html | 65 B |
| 1. An Introduction to Machine Learning/6.1 Unit 1 Quiz.pdf.pdf | 64.5 KB |
| 1. An Introduction to Machine Learning/7. Quiz- Answers - Section 1.html | 53 B |
| 1. An Introduction to Machine Learning/7.1 Unit 1 Solutions.pdf.pdf | 61.7 KB |
| 10. Project 5 Object Recognition/1. Intro.mp4 | 7.2 MB |
| 10. Project 5 Object Recognition/1. Intro.srt | 1.7 KB |
| 10. Project 5 Object Recognition/1.1 Object Recognition.zip.zip | 219 KB |
| 10. Project 5 Object Recognition/2. Loading and Preprocessing the CIFAR10 Dataset.mp4 | 180.5 MB |
| 10. Project 5 Object Recognition/2. Loading and Preprocessing the CIFAR10 Dataset.srt | 32.6 KB |
| 10. Project 5 Object Recognition/3. Building and Deploying the All-CNN Network Part 1.mp4 | 205.6 MB |
| 10. Project 5 Object Recognition/3. Building and Deploying the All-CNN Network Part 1.srt | 30.7 KB |
| 10. Project 5 Object Recognition/4. Building and Deploying the All-CNN Network Part 2.mp4 | 170.8 MB |
| 10. Project 5 Object Recognition/4. Building and Deploying the All-CNN Network Part 2.srt | 25.3 KB |
| 11. Project 6 Image Super Resolution/1. Intro.mp4 | 9.6 MB |
| 11. Project 6 Image Super Resolution/1. Intro.srt | 1.5 KB |
| 11. Project 6 Image Super Resolution/1.1 Image Super Resolution.zip.zip | 9.4 MB |
| 11. Project 6 Image Super Resolution/2. Quality Metrics and Preprocessing Images.mp4 | 258.8 MB |
| 11. Project 6 Image Super Resolution/2. Quality Metrics and Preprocessing Images.srt | 44.3 KB |
| 11. Project 6 Image Super Resolution/3. Image Super Resolution using Deep Learning.mp4 | 357.6 MB |
| 11. Project 6 Image Super Resolution/3. Image Super Resolution using Deep Learning.srt | 55.1 KB |
| 12. Project 7 Text Classification/1. Intro.mp4 | 5 MB |
| 12. Project 7 Text Classification/1. Intro.srt | 1.4 KB |
| 12. Project 7 Text Classification/1.1 Text Classification.zip.zip | 55.4 KB |
| 12. Project 7 Text Classification/2. Feature Engineering.mp4 | 375.4 MB |
| 12. Project 7 Text Classification/2. Feature Engineering.srt | 56.5 KB |
| 12. Project 7 Text Classification/3. Deploying Sklearn Classifiers.mp4 | 204.2 MB |
| 12. Project 7 Text Classification/3. Deploying Sklearn Classifiers.srt | 32.3 KB |
| 13. Project 8 - KMeans/1. Intro.mp4 | 11.2 MB |
| 13. Project 8 - KMeans/1. Intro.srt | 1.6 KB |
| 13. Project 8 - KMeans/1.1 KMeans.zip.zip | 189.1 KB |
| 13. Project 8 - KMeans/2. Preprocessing Images for Clustering.mp4 | 230.9 MB |
| 13. Project 8 - KMeans/2. Preprocessing Images for Clustering.srt | 46 KB |
| 13. Project 8 - KMeans/3. Evaluation and Visualization.mp4 | 209.5 MB |
| 13. Project 8 - KMeans/3. Evaluation and Visualization.srt | 34.8 KB |
| 14. Project 9 PCA/1. Intro.mp4 | 3.7 MB |
| 14. Project 9 PCA/1. Intro.srt | 1.3 KB |
| 14. Project 9 PCA/1.1 PCA.zip.zip | 219.6 KB |
| 14. Project 9 PCA/2. The Elbow Method.mp4 | 114.2 MB |
| 14. Project 9 PCA/2. The Elbow Method.srt | 29.1 KB |
| 14. Project 9 PCA/3. PCA Compression and Visualization.mp4 | 185 MB |
| 14. Project 9 PCA/3. PCA Compression and Visualization.srt | 36.1 KB |
| 2. Supervised Learning - part 1/1. Introduction to Supervised Learning.mp4 | 25.5 MB |
| 2. Supervised Learning - part 1/1. Introduction to Supervised Learning.srt | 18.3 KB |
| 2. Supervised Learning - part 1/10. Quiz- Answers - Section 2.html | 53 B |
| 2. Supervised Learning - part 1/10.1 Unit 2 Solutions.pdf.pdf | 75.3 KB |
| 2. Supervised Learning - part 1/2. Linear Methods for Classification.mp4 | 34.1 MB |
| 2. Supervised Learning - part 1/2. Linear Methods for Classification.srt | 22 KB |
| 2. Supervised Learning - part 1/3. Linear Methods for Regression.mp4 | 27 MB |
| 2. Supervised Learning - part 1/3. Linear Methods for Regression.srt | 14.7 KB |
| 2. Supervised Learning - part 1/4. Support Vector Machines.mp4 | 35.8 MB |
| 2. Supervised Learning - part 1/4. Support Vector Machines.srt | 20.5 KB |
| 2. Supervised Learning - part 1/5. Basis Expansions.mp4 | 21.3 MB |
| 2. Supervised Learning - part 1/5. Basis Expansions.srt | 14.1 KB |
| 2. Supervised Learning - part 1/6. Model Selection Procedures.mp4 | 26.9 MB |
| 2. Supervised Learning - part 1/6. Model Selection Procedures.srt | 17.1 KB |
| 2. Supervised Learning - part 1/7. Bonus! Supervised Learning Project in Python Part 1.mp4 | 31 MB |
| 2. Supervised Learning - part 1/7. Bonus! Supervised Learning Project in Python Part 1.srt | 18.9 KB |
| 2. Supervised Learning - part 1/7.1 Supervised Learning.zip.zip | 167.2 KB |
| 2. Supervised Learning - part 1/8. Bonus! Supervised Learning Project in Python Part 2.mp4 | 36.2 MB |
| 2. Supervised Learning - part 1/8. Bonus! Supervised Learning Project in Python Part 2.srt | 17.8 KB |
| 2. Supervised Learning - part 1/9. Quiz- Questions- Section 2.html | 65 B |
| 2. Supervised Learning - part 1/9.1 Unit 2 Quiz.pdf.pdf | 53 KB |
| 3. Unsupervised Learning/1. Introduction to Unsupervised Learning.mp4 | 31.8 MB |
| 3. Unsupervised Learning/1. Introduction to Unsupervised Learning.srt | 15.8 KB |
| 3. Unsupervised Learning/2. Association Rules.mp4 | 28.5 MB |
| 3. Unsupervised Learning/2. Association Rules.srt | 18.7 KB |
| 3. Unsupervised Learning/3. Cluster Analysis.mp4 | 28 MB |
| 3. Unsupervised Learning/3. Cluster Analysis.srt | 17.9 KB |
| 3. Unsupervised Learning/4. Reinforcement Learning.mp4 | 21 MB |
| 3. Unsupervised Learning/4. Reinforcement Learning.srt | 22.4 KB |
| 3. Unsupervised Learning/5. Bonus! KMeans Clustering Project.mp4 | 22 MB |
| 3. Unsupervised Learning/5. Bonus! KMeans Clustering Project.srt | 19.8 KB |
| 3. Unsupervised Learning/5.1 Unsupervised Learning.zip.zip | 92.5 KB |
| 3. Unsupervised Learning/6. Quiz- Questions- Section 3.html | 65 B |
| 3. Unsupervised Learning/6.1 Unit 3 Quiz.pdf.pdf | 29.8 KB |
| 3. Unsupervised Learning/7. Quiz- Answers - Section 3.html | 53 B |
| 3. Unsupervised Learning/7.1 Unit 3 Solutions.pdf.pdf | 41.3 KB |
| 4. Neural Networks/1. Introduction to Neural Networks.mp4 | 22.7 MB |
| 4. Neural Networks/1. Introduction to Neural Networks.srt | 17.6 KB |
| 4. Neural Networks/2. The Perceptron.mp4 | 17.1 MB |
| 4. Neural Networks/2. The Perceptron.srt | 13.4 KB |
| 4. Neural Networks/3. The Backpropagation Algorithm.mp4 | 22.6 MB |
| 4. Neural Networks/3. The Backpropagation Algorithm.srt | 16.1 KB |
| 4. Neural Networks/4. Training Procedures.mp4 | 24 MB |
| 4. Neural Networks/4. Training Procedures.srt | 18.7 KB |
| 4. Neural Networks/5. Convolutional Neural Networks.mp4 | 32 MB |
| 4. Neural Networks/5. Convolutional Neural Networks.srt | 21.8 KB |
| 5. Real World Machine Learning/1. Introduction to Real World ML.mp4 | 25.6 MB |
| 5. Real World Machine Learning/1. Introduction to Real World ML.srt | 16.4 KB |