Drishti_MachineLearning.md

Machine Learning Topics

Following are the list of topics I know in Machine Learning.

1. Regression

   • Linear
   • Multiple Linear
   • Polynomial
   • Logistic

2. Classification

   • K-Nearest Neighbour
   • Support Vector Machine
   • Naive Bayes
   • Decision Tree
   • Random Forest

3. Clustering

   • K-Means
   • Hierarchical

4. Dimentionality Reduction

   • PCA
   • LDA

5. Deep Learning

   • Artificial Neural Networks
   • Backpropagation
   • Convolutional Neural Network
   • Transfer Learning

6. Ensemble Learning

7. Cross Validation

   • K-Fold

8. Performance Metrics

   • For Regression
     • MAE
     • RMSE
   • For Classification
     • Accuracy
     • Precision
     • F1-score