Machine Learning Concepts and Algorithms

• Classification Techniques

  • KNN Algorithm
  • K Means Classification Algorithm
  • Naive Bayes Algorithm
  • Logistic Regression
  • Decision Trees

• Natural Language Processing

  • Bag of Words Model
  • N-Gram Model
  • Text Classification
  • Word2Vec

• Scraping

  • Scraping Images

• Spam Filtering

  • Email Spam Filtering
  • SMS Spam Filtering

• Visualization

  • Exploring Different Visualization Libraries

• Generic

  • Baseline Machine Learning Algorithm
    • Random Rule Algorithm
    • Zero Rule Algorithm
  • Types of Distance used in Machine Learning Algorithms
  • Sequence Vectors
  • Types of Bias