Welcome

Welcome to The Neural Perspective! This blog is all about simplifying and democratizing deep learning concepts and applications. There will be two types of publications: tutorials and readings. The tutorials will consist of basic math and detailed implementations for specific concepts in Tensorflow (PyTorch coming soon!). The readings will be recent publications that I found interesting and I will be simplifying a lot of the theory and math and will occasionally implement a few of the papers as well.

Note: I made many of the tutorials over a year ago but I try to refactor them and keep them up to date for newer Tensorflow/PyTorch releases. If something does not work or there is a newer efficient way of doing something, please do comment on the post! PyTorch content coming soon!

Thank you for all the support, corrections, conversations and for reaching 5000+ followers 🙂


Showcase:


Research:

Generalization / Interpretability

Generative Adversarial Networks

Miscellaneous

One-Shot / Zero / Transfer Learning

Optimization / Architecture

Question Answering / Machine Comprehension

Recommendation Engines

Reinforcement Learning

  • Episodic Exploration for Deep Deterministic Policies: An Application to StarCraft Micromanagement Tasks [arXiv]
  • Third Person Imitation Learning [arXiv]
  • Multi-agent Reinforcement Learning in Sequential Social Dilemmas [Paper]

Representation Learning

Seq-to-Seq Models


Tutorials:

Note: Tutorials are outdated and written for Tensorflow. New updated PyTorch tutorials with code will be available soon.