Machine Learning and Deep Learning Algorithms Built from Scratch using Numpy

In this repository::

Machine Learning:

• SVM - Support Vector Machines
  • Notebook
  • Code
• NB - Naive Bayes Model
  • Notebook
  • Code

To Be added and Updated.

Machine Learning

• Linear Regression (Multivariate)
• Logistic Regression
• KMeans
• PCA - Principal Component Analysis
• KNNs - K Nearest Neighbour
• RBM - Restricted Boltzmann Machine
• Ensemble Methods: Gradient Boosting and Bagging

Deep Learning:

• MLP - Multi Layer Perceptron
• FNN - Feed Forward Neural Network
• CNN - Convolutional Neural Network
• RNN - Recurrent Neural Network (GRU, LSTM)
• Attention Mechanism
• Transformers