MachineLearning

Path:

Machine Learning

• Machine Learning A-Z: Hands-on Python and R in Data Science
• Machine Learning With Big Data
• CS202: Data Mining and Analysis

Deep Learning

• Deep Learning: Recurrent Neural Networks in Python: Theano
• Deep Learning for Text and Sequence
• CS20: Tensorflow for Deep Learning Research  - Variable sharing and managing experiments, A1
• CS231n: Convolutional Neural Networks for Visual Recognition
• CS224n: Natural Language Processing with Deep Learning
  • Videos
  • Progress: Word Vectors 1
• Deep Learning with TensorFlow, IBM Cognitive Class, ML0120EN
• fast.ai courses
• Neural Networks and Deep Learning, deeplearning.ai
• Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization, deeplearning.ai
• Structuring Machine Learning Projects, deeplearning.ai
• Convolution Neural Networks
• Sequence Model:
  • Sequence to Sequence Learning with Neural Networks
  • How to Define an Encoder-Decoder Sequence-to-Sequence Model for Neural Machine Translation in Keras
  • A ten-minute introduction to sequence-to-sequence learning in Keras (Character, Word level)
  • Sequence Models, deeplearning.ai

NLP

• Natural Language Processing: State of The Art, Current Trends and Challenges
• A Probabilistic Generative Grammar for Semantic Parsing
• Named Entity Disambiguation for Noisy Text
• Feature Selection as Causal Reference: Experiments with Text Classification
• SPEAKER RECOGNITION FROM RAW WAVEFORM WITH SINCNET

Images Processing

• DeepFace: Closing the Gap to Human-Level Performance in Face Verification
• Visualizing and Understanding Convolutional Networks
• Robo-Nanny: ConvNets for Intelligent Baby Monitoring
• Object detection with google tensorflow api

Reinforcement Learning

• Simple reinforcement learning with tensorflow
• CS 294: Deep Reinforcement Learning

Projects

Product matching

• Walmart model
• A Multi-task Learning Approach for Improving Product Title Compression with User Search Log Data
• Attribute Extraction from Product Titles in eCommerce, Ajinkya More, @WalmartLabs, 2016
• Multi-component Similarity Method for Web Product Duplicate Detection
• Character-Based Text Classification using Top Down Semantic Model for Sentence Representation
• Character-level Convolutional Networks for Text Classification
• Product Discovery From E-Commerce Listings via Deep Text Parsing

Recent Papers

• https://arxiv.org/list/stat.ML/recent

Engineer

• Deep learning in production with Keras, Redis, Flask, and Apache
• A scalable Keras + deep learning REST API

Research

• A unified of Multi-Label Performance Measures
• Incremental learning algorithms and applications
• Incremental and Encoding Formulations for Mixed Integer Programming
• Incremental Integer Linear Programming for Non-projective Dependency Parsing
• A Supervised Machine Learning Approach to Variable Branching in Branch-And-Bound
• Learning to Branch in Mixed Integer Programming
• Solving Mixed-Integer Programming Problems Using Piecewise Linearization Methods
• Mixed-Integer Models for Nonseparable Piecewise Linear Optimization: Unifying Framework and Extensions
• Mixed Integer Programming Model and Incremental Optimization for Delivery and Storage Planning Using Truck Terminals
• An Incremental Model for Combinatorial Maximization Problems
• Fast Incremental Method for Nonconvex Optimization
• Incremental Gradient, Subgradient, and Proximal Methods for Convex Optimization: A Survey, video
• Sensitivity Analysis for Linear Programming