Machine Learning Templates & Bits | Udemy Course Notes https://www.udemy.com/machinelearning

Deep Learning Templates & Bits | Udemy Course Notes https://www.udemy.com/deeplearning/

• Adding the "Deep Learning" course

• ANN section updates

• CNN section updates

• Deep Learning

  • Recurrent Neural Networks (RNN)

• Dimensionality Reduction

  • Principal Component Analysis (PCA)
  • Linear Discriminant Analysis (LDA)
  • Kernel PCA

• Model Selection & Boosting

  • Model Selection
    • Grid Search
    • k-Fold Cross Validation
  • XGBoost

• Natural Language Processing

• Deep Learning

  • Artificial Neural Network (ANN)
  • Convolutional Neural Networks (CNN)

• Reinforcement Learning
  • Upper Confidence Bound (UCB)
  • Thompson Sampling

• Clustering

  • K-means clustering
  • Hierarchical clustering

• Association Rule Learning

  • Apriori

• Classification
  • General classification template
  • Logistic regression
  • K-nearest neighbors
  • Support vector machine (SVM)
  • Kernel SVM
  • Naive Bayes
  • Decission tree classification
  • Random forest classification

• Data Preprocessing

• Regression

  • General regression template
  • Simple linear regression
  • Multiple linear regression
  • Polynomial regression
  • Support vector regression (SVR)
  • Decision tree regression
  • Random forest regression