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Curriculum.md

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Curriculum
/Curriculum/
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  • GeoGebra flight
  • Back to high school (module A to E)
  • Math pre-requisite through visualization (Linear Algebra and probability without jargon)
    • Matrix visualizations
    • Probability basics through programming
  • Algorithmic approach to data sciences
    • German Tank problem
    • Closest Pairs
    • Huffman Encoding
    • Perceptron
    • PageRank
    • Online Hiring
    • Min-Cut
    • Vigenere Chipher
  • Machine learning classics
    • Machine learning essentials
    • Bayesian learning through market magic
    • Fun intro to neural networks
  • Deep learning
    • CNN, RNN, LSTMs
    • Applications
  • Large language models
    • Sequence to sequence models
    • Autoencoders
    • Transformers
    • Path-breaking applications