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Udacity-MLND

Projects completed by me during Machine Learning Nanodegree program at Udacity

###CourseWork

Model Evaluation and Validation

  • Statistical Analysis
  • Data Modelling
  • Evaluation & Validation
  • Managing Error & Complexity

Supervised Learning

  • Supervised Learning Tasks
  • Decision Trees
  • Artificial Neural Networks
  • Support Vector Machines
  • Nonparametric Models
  • Bayesian Methods
  • Ensemble of Learners

Unsupervised Learning

  • Clustering
  • Feature Engineering
  • Dimensionality Reduction

Reinforcement Learning

  • Reinforcement Learning
  • Game Theory