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Handcrafted ML/DL Stuff

Roadmap

  • Linear Regression
  • Decision Tree
    • Classification Tree
    • Regression Tree
    • Random Forest
  • Naive Bayes
  • Genetic Algorithm
  • Hidden Markov Model
    • Likelihood
    • Decode
    • Fit
  • Support Vector Machine
    • Two-class
    • Multi-class
    • Kernels
    • Soft margin
  • Dimensionality Reduction
    • LDA
    • PCA
    • t-SNE
  • Neural Network
    • Layers
    • Activations
    • Loss
    • Initializers
    • Regularizers
  • Convolutional Neural Network (CNN)
    • CNN Layers: Conv2D, Pooling, Flatten...
    • CNN Architecture: LeNet5, AlexNet, GoogLeNet...
  • Recursive Network
    • Recurrent Neural Network (RNN)
    • Long Short-Term Memory (LSTM)
    • Encoder-Decoder
    • Attention
  • Go outside and touch grass

Sigma model

ML meme

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