purvanshi/ML-Research-Made-Easy

Link of ML papers to their blogs/ supplementary material

Machine Learning papers to their blogs

This repository provides Machine Learning papers with their supplementary material links. Given the fast paced research in the field resorting to blogs for getting an idea of the paper and then deciding whether to invest the time on reading the paper looks like a wise approach.

Caution : Don't understand this as a subtitute to reading papers but just for getting an idea of the paper and saving time by not going into the math directly.

This is an attempt to make one stop for all types of machine learning papers and their easy to read blogs. If you feel you have some blogs that you want to be featured here, let me know.

This summary is categorized into:

• Natural language Processing
  • Question Answering
  • Natural Language Inference
• Computer vision
• Speech
• Transfer Learning
• Reinforcement Learning
• Unsupervised Learning
• Semi supervised Learning
• Bayesian Networks
• Generative Networks

NLP

Title	Conf	supplementary material
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding	ArXiv	Google Blog, Code, Medium

1. Natural Language Inference

Leader board:

Stanford Natural Language Inference (SNLI)

MultiNLI

LSTM Colah , Andrej karpathy

Title	Conf	supplementary material
Subword Semantic Hashing for Intent Classification on Small Datasets	ArXiv	Blog

2. Question Answering

Leader Board

SQuAD

Computer Vision

Title	Conf	supplementary material
Video-to-Video Synthesis	NIPS	video, Blog, Reddit
SSD: Single Shot MultiBox Detector	ECCV	video, Blog,Pytorch
Capsule Networks	ArXiv	Blog, Blog Series
GAN	ArXiv	Blog, Video,Other gans,Gan blog series
deep clustering for unsupervised learning of visual features	ECCV	Blog, Reddit
You Only Look Once: Unified, Real-Time Object Detection	ArXiv	[Blog] (https://medium.com/@krishamehta/8-you-only-look-once-unified-real-time-object-detection-3a56e333b206), Tensorflow tutorial youtube
Large-scale Video Classification with Convolutional Neural Networks	CVPR	[Medium] (https://towardsdatascience.com/introduction-to-video-classification-6c6acbc57356)

Speech

Speech SOTA
Music Genre classification

Semi Supervised Learning

Title	Conf	supplementary material
Snorkel	ArXiv	Blog, Stanford

Supervised Learning

Medical data
Batch Normalization

Title	Conf	supplementary material
Faster R-CNN	ArXiv	Blog

Adversarial Learning

Title	Conf	supplementary material
Adversarial Shperes	ArXiv	Blog
DARCCC: Detecting Adversaries by Reconstruction from Class Conditional Capsules	NeurIPS	Blog

Optimizers

Title	Conf	supplementary material
Adam	ArXiv	Medium

Bayesian Networks

Title	Conf	supplementary material
Bayesian Convolutional Neural Networks with Variational Inference	ArXiv	Blog
Local Reparameterization Trick	ArXiv	Blog
Bayes by Backprop	ArXiv	Blog

Generative Networks

Title	Conf	supplementary material
DCGAN	ArXiv	Blog
Self-Attention GAN	ArXiv	Blog
Progressive GAN	ArXiv	Blog
Cycle GAN	ArXiv	Blog