Introductory reads on DeepLearning
| Type | Papers | Paper URL | Our Slides |
|---|---|---|---|
| Dr Qi | Survey of 10 DeepLearning (DL) trends different from classic machine learning | OurSlide | |
| Youtube | Generative DL Basics | Youtube1 + Youtube2 | NA |
| Youtube | Computation Graph for DL (pytorch vs. tensorflow | Youtube URL + Youtube2 | NA |
| Youtube | Auto Differentiation for DL | Youtube1+ Youtube2 | NA |
| Youtube | RL basics and DL-RL basics | Youtube1 + Youtube2 | NA |
| Youtube | Probabilistic programming and in DL Pyro | Youtube1 + Youtube2 | NA |
| Youtube | Basics of Software Testing for DL | Youtube URL | NA |
| Course | Bill_CNN_Ng_Lecture_Notes | Bill’s Notes | |
| Course | Bill_caltechMLnotes_ALL | Bill’s Notes | |
| classic Paper | The Lottery Ticket Hypothesis | Morris’ Notes | |
| classic Paper | NLP From Scratch | Morris’ Notes | |
| classic Paper | Statistical Modeling The Two Cultures | Morris’ Notes | |
| classic Paper | Attention_is_All_You_Need | Eli’ Notes | |
| classic Paper | YOLO | Eli’ Notes | |
| classic Paper | Neural Turing Machine | Jake Survey | |
| classic Paper | BERT (Bidirectional Encoder Representation for Transformers): Pretraining of Deep Bidirectional Transformers for Language Understanding | Rishab Survey |