Machine Learning Resources

Table of Contents

  • General Stuff
  • Interview Resources
  • Artificial Intelligence
  • Genetic Algorithms
  • Statistics
  • Useful Blogs
  • Resources on Quora
  • Resources on Kaggle
  • Cheat Sheets
  • Classification
  • Linear Regression
  • Logistic Regression
  • Model Validation using Resampling
    • Cross Validation
    • Bootstrapping
  • Deep Learning
    • Frameworks
    • Feed Forward Networks
    • Recurrent Neural Nets, LSTM, GRU
    • Restricted Boltzmann Machine, DBNs
    • Autoencoders
    • Convolution Neural Nets
  • Natural Language Processing
    • Topic Modeling, LDA
    • Word2Vec
  • Computer Vision
  • Support Vector Machine
  • Reinforcement Learning
  • Decision Trees
  • Random Forest / Bagging
  • Boosting
  • Ensembles
  • Stacking Models
  • VC Dimension
  • Bayesian Machine Learning
  • Semi Supervised Learning
  • Optimizations

General Stuff

Interview Resources

Artificial Intelligence

Genetic Algorithms

Statistics

Useful Blogs

Resources on Quora

Kaggle Competitions WriteUp

Cheat Sheets

Classification

Linear Regression

Logistic Regression

Model Validation using Resampling

Deep Learning

Natural Language Processing

Computer Vision

Support Vector Machine

Reinforcement Learning

Decision Trees

Random Forest / Bagging

Boosting

Ensembles

Stacking Models

Vapnik–Chervonenkis Dimension

Bayesian Machine Learning

Semi Supervised Learning

Optimization

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Thanks To Ujjwal Karna for sharing such an awesome list of Machine Learning Resources.

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