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
- 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)
LSTM Colah , Andrej karpathy
Title | Conf | supplementary material |
---|---|---|
Subword Semantic Hashing for Intent Classification on Small Datasets | ArXiv | Blog |
2. Question Answering
Leader Board
Computer Vision
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 |