| Playlist | Name | Institution | Resources |
|---|---|---|---|
 |
Machine Learning Course-CS 156 | California Institute of Technology | Syllabus |
 |
Introduction to Deep Learning-MIT 6.S191 | Massachusetts Institute of Technology | Syllabus Github |
 |
Convolutional Neural Networks for Visual Recognition - CS231n | Stanford University | Syllabus |
 |
Deep Learning - CS230 | Stanford University | Syllabus |
 |
Artificial Intelligence: Principles and Techniques | Stanford University | - |
 |
Deep Learning Lecture Series | University College London | - |
 |
Deep Learning-Neural Network | not an academic institution, but the creator is from Khan Academy. easy to understand with stunning visualization | - |
| Book | Title | Authors | E-Book |
|---|---|---|---|
 |
Deep Learning | Ian Goodfellow, Yoshua Bengio, Aaron Courville | Link |
 |
Pattern Recognition and Machine Learning | Christopher M. Bishop | - |
 |
Learning from Data | Yaser S. Abu-Mostafa | - |
| Book | Title | Authors | E-Book | Code |
|---|---|---|---|---|
 |
Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow | Aurélien Géron | - | Github |
 |
Deep Learning with Pytorch | Eli Stevens, Luca Antiga | pytorch.org | Github |
| Algorithm | Paper | Code | Framework | Task |
|---|---|---|---|---|
| InceptionV3 | Paper | Code | Keras-Tensorflow | Classification |
| RestNet | Paper | Code | Keras-Tensorflow | Classification |
| ResNet50 | Paper | Code | Keras-Tensorflow | Classification |
| VGG16 | Paper | Code | Keras-Tensorflow | Classification |
| VGG19 | Paper | Code | Keras-Tensorflow | Classification |
| Siamese Network | Paper | Code Code (Face Similarity) |
Pytorch | Classification |
| Mobile Net V1 | Paper | Code | Tensorflow | Face Attributes Face Embedding Detection |
| Mobile Net V2 | Paper | Code | Tensorflow | Classification Segmentation Detection |
| Mobile Net V3 | Paper | Code | Tensorflow | Classification Segmentation Detection |
| Mask R-CNN | Paper | Code Code | TensorFlow PyTorch | Segmentation |
| Fast R-CNN | Paper | Code Code | Caffe PyTorch | Segmentation |
| YOLO | Paper | Code | CUDA | Segmentation |
| AugMix. | Paper | Code | TensorFlow | Augmentation |
| Title | Link |
|---|---|
| Artificial Intelligence-AI Podcast with Lex Fridman |  |
| DeepMind: The Podcast |  |