A random collection of some of the interesting machine learning articles/tutorials/things i found around the web.
GENERAL
- Sana Labs
- Machine learning pipeline
- Machine Learning in a Year
- The UX of AI
- The Bias-Variance Dilemma
- Deep Learning by Udacity
- TensorFlow wide_n_deep_tutorial.py
- Deep Learning with Neural Networks and TensorFlow
- Notes from Coursera Deep Learning courses by Andrew Ng
- State of the art AI
RECOMMENDATIONS
- Music recommendation with deep learning
- Ingredients recomender using LSTM with TensorFlow
- Deep recommender models using PyTorch.
- TF-recomm/svd_train_val.py
- A Simple Content-Based Recommendation Engine in Python
- lightfm - quickstart
- The drawbacks of K-means
- A Gentle Introduction to Recommender Systems with Implicit Feedback
- Content-based filtering with elasticsearch
- Factorization Machines for Recommendation Systems
- mf.py
- Factorization Machines with Tensorflow
- Recommending music on Spotify with deep learning
- Learning to understand music from Shazam
- Deep Neural Networks for YouTube Recommendations
- Hotel Recommendation engine
- Tensorflow recommendations
TEXT-TO_SPEECH
- DeepMind's Tacotron-2 Tensorflow implementation
- A TensorFlow Implementation of Tacotron: A Fully End-to-End Text-To-Speech Synthesis Model
- Tacotron-2 research paper
GAN
- A Style-Based Generator Architecture for Generative Adversarial Networks
- AI Creates Realistic Photos of People
NATURAL LANGUAGE PROCESSING
AUDIO
VISUAL
- CheXNet: Radiologist-Level Pneumonia Detection on Chest X-Rays with Deep Learning
- Coverting mockups to html and css
TIME SERIES
CHATBOTS
DATASETS
- Recipe Ingredients Dataset
- Amazon Review data
- MovieLens
- The Street View House Numbers (SVHN) Dataset
- Self driving car - Annotated Driving Dataset
- Microsoft Research Open Data
UTILITY