Filename | Size |
| 1. Introduction/1. What Does the Course Cover.mp4 | 54.4 MB |
| 1. Introduction/1. What Does the Course Cover.vtt | 3 KB |
| 1. Introduction/2. How to Succeed in This Course.html | 2.2 KB |
| 1. Introduction/3. Project Files and Resources.html | 1.7 KB |
| 10. Unsupervised Learning Clustering/1. Clustering.mp4 | 125.7 MB |
| 10. Unsupervised Learning Clustering/1. Clustering.vtt | 18.7 KB |
| 10. Unsupervised Learning Clustering/2. k_Means Clustering.mp4 | 57.7 MB |
| 10. Unsupervised Learning Clustering/2. k_Means Clustering.vtt | 10 KB |
| 11. Deep Learning/1. Estimating Simple Function with Neural Networks.mp4 | 143.9 MB |
| 11. Deep Learning/1. Estimating Simple Function with Neural Networks.vtt | 24.4 KB |
| 11. Deep Learning/2. Neural Network Architecture.mp4 | 22.4 MB |
| 11. Deep Learning/2. Neural Network Architecture.vtt | 7.2 KB |
| 11. Deep Learning/3. Motivational Example - Project MNIST.mp4 | 145 MB |
| 11. Deep Learning/3. Motivational Example - Project MNIST.vtt | 23.5 KB |
| 11. Deep Learning/4. Binary Classification Problem.mp4 | 72.1 MB |
| 11. Deep Learning/4. Binary Classification Problem.vtt | 11.5 KB |
| 11. Deep Learning/5. Natural Language Processing - Binary Classification.mp4 | 76 MB |
| 11. Deep Learning/5. Natural Language Processing - Binary Classification.vtt | 11.7 KB |
| 12. Appendix A1 Foundations of Deep Learning/1. Introduction to Neural Networks.mp4 | 13.8 MB |
| 12. Appendix A1 Foundations of Deep Learning/1. Introduction to Neural Networks.vtt | 2.5 KB |
| 12. Appendix A1 Foundations of Deep Learning/10. Gradient Based Optimization.mp4 | 55 MB |
| 12. Appendix A1 Foundations of Deep Learning/10. Gradient Based Optimization.vtt | 12.6 KB |
| 12. Appendix A1 Foundations of Deep Learning/11. Getting Started with Neural Network and Deep Learning Libraries.mp4 | 18.7 MB |
| 12. Appendix A1 Foundations of Deep Learning/11. Getting Started with Neural Network and Deep Learning Libraries.vtt | 5.1 KB |
| 12. Appendix A1 Foundations of Deep Learning/12. Categories of Machine Learning.mp4 | 37.5 MB |
| 12. Appendix A1 Foundations of Deep Learning/12. Categories of Machine Learning.vtt | 11.2 KB |
| 12. Appendix A1 Foundations of Deep Learning/13. Over and Under Fitting.mp4 | 70.1 MB |
| 12. Appendix A1 Foundations of Deep Learning/13. Over and Under Fitting.vtt | 16.7 KB |
| 12. Appendix A1 Foundations of Deep Learning/14. Machine Learning Workflow.mp4 | 27.4 MB |
| 12. Appendix A1 Foundations of Deep Learning/14. Machine Learning Workflow.vtt | 5.3 KB |
| 12. Appendix A1 Foundations of Deep Learning/2. Differences between Classical Programming and Machine Learning.mp4 | 20.9 MB |
| 12. Appendix A1 Foundations of Deep Learning/2. Differences between Classical Programming and Machine Learning.vtt | 4.9 KB |
| 12. Appendix A1 Foundations of Deep Learning/3. Learning Representations.mp4 | 77.2 MB |
| 12. Appendix A1 Foundations of Deep Learning/3. Learning Representations.vtt | 11.5 KB |
| 12. Appendix A1 Foundations of Deep Learning/4. What is Deep Learning.mp4 | 155.6 MB |
| 12. Appendix A1 Foundations of Deep Learning/4. What is Deep Learning.vtt | 23.1 KB |
| 12. Appendix A1 Foundations of Deep Learning/5. Learning Neural Networks.mp4 | 40.6 MB |
| 12. Appendix A1 Foundations of Deep Learning/5. Learning Neural Networks.vtt | 11.4 KB |
| 12. Appendix A1 Foundations of Deep Learning/6. Why Now.mp4 | 9.1 MB |
| 12. Appendix A1 Foundations of Deep Learning/6. Why Now.vtt | 3 KB |
| 12. Appendix A1 Foundations of Deep Learning/7. Building Block Introduction.mp4 | 14.2 MB |
| 12. Appendix A1 Foundations of Deep Learning/7. Building Block Introduction.vtt | 5.1 KB |
| 12. Appendix A1 Foundations of Deep Learning/8. Tensors.mp4 | 16.9 MB |
| 12. Appendix A1 Foundations of Deep Learning/8. Tensors.vtt | 4.3 KB |
| 12. Appendix A1 Foundations of Deep Learning/9. Tensor Operations.mp4 | 88.8 MB |
| 12. Appendix A1 Foundations of Deep Learning/9. Tensor Operations.vtt | 18.9 KB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/1. Outline.mp4 | 63.7 MB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/1. Outline.vtt | 4.1 KB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/10. Training Your CNN 1.mp4 | 124.9 MB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/10. Training Your CNN 1.vtt | 15.2 KB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/11. Training Your CNN 2.mp4 | 128.5 MB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/11. Training Your CNN 2.vtt | 22.4 KB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/12. Loading Previously Trained Model.mp4 | 11.2 MB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/12. Loading Previously Trained Model.vtt | 1.6 KB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/13. Model Performance Comparison.mp4 | 79.8 MB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/13. Model Performance Comparison.vtt | 10.7 KB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/14. Data Augmentation.mp4 | 28.5 MB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/14. Data Augmentation.vtt | 3.3 KB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/15. Transfer Learning.mp4 | 97 MB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/15. Transfer Learning.vtt | 12.1 KB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/16. Feature Extraction.mp4 | 111.1 MB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/16. Feature Extraction.vtt | 12.9 KB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/17. State of the Art Tools.mp4 | 35.4 MB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/17. State of the Art Tools.vtt | 6 KB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/2. Neural Network Revision.mp4 | 43.8 MB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/2. Neural Network Revision.vtt | 9.2 KB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/3. Motivational Example.mp4 | 66.2 MB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/3. Motivational Example.vtt | 8.7 KB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/4. Visualizing CNN.mp4 | 141.9 MB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/4. Visualizing CNN.vtt | 15.4 KB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/5. Understanding CNN.mp4 | 30 MB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/5. Understanding CNN.vtt | 6.7 KB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/6. Layer - Input.mp4 | 29.1 MB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/6. Layer - Input.vtt | 6.2 KB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/7. Layer - Filter.mp4 | 84.4 MB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/7. Layer - Filter.vtt | 18.5 KB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/8. Activation Function.mp4 | 32.3 MB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/8. Activation Function.vtt | 6.9 KB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/9. Pooling, Flatten, Dense.mp4 | 88.1 MB |
| 13. Computer Vision and Convolutional Neural Network (CNN)/9. Pooling, Flatten, Dense.vtt | 12.5 KB |
| 2. Getting Started with Anaconda/1. Installing Applications and Creating Environment.mp4 | 38.4 MB |
| 2. Getting Started with Anaconda/1. Installing Applications and Creating Environment.vtt | 6 KB |
| 2. Getting Started with Anaconda/2. Hello World.mp4 | 51.2 MB |
| 2. Getting Started with Anaconda/2. Hello World.vtt | 12.5 KB |
| 2. Getting Started with Anaconda/3. Iris Project 1 Working with Error Messages.mp4 | 89.8 MB |
| 2. Getting Started with Anaconda/3. Iris Project 1 Working with Error Messages.vtt | 14.5 KB |
| 2. Getting Started with Anaconda/4. Iris Project 2 Reading CSV Data into Memory.mp4 | 64.6 MB |
| 2. Getting Started with Anaconda/4. Iris Project 2 Reading CSV Data into Memory.vtt | 10 KB |
| 2. Getting Started with Anaconda/5. Iris Project 3 Loading data from Seaborn.mp4 | 55.9 MB |
| 2. Getting Started with Anaconda/5. Iris Project 3 Loading data from Seaborn.vtt | 9.9 KB |
| 2. Getting Started with Anaconda/6. Iris Project 4 Visualization.mp4 | 93.5 MB |
| 2. Getting Started with Anaconda/6. Iris Project 4 Visualization.vtt | 11.5 KB |
| 3. Regression/1. Scikit-Learn.mp4 | 48.5 MB |
| 3. Regression/1. Scikit-Learn.vtt | 10 KB |
| 3. Regression/10. Multiple Regression 2.mp4 | 91.2 MB |
| 3. Regression/10. Multiple Regression 2.vtt | 13.8 KB |
| 3. Regression/11. Regularized Regression.mp4 | 44.3 MB |
| 3. Regression/11. Regularized Regression.vtt | 7.8 KB |
| 3. Regression/12. Polynomial Regression.mp4 | 110.8 MB |