Yao Zhang - Data Science


Data science is a multi-disciplinary field that uses scientific methods, processes, algorithms and systems to extract knowledge and insights from structured and unstructured data. Data science is related to data mining and big data.  —  Wikipedia

Computational Intelligence

1. A proposition of nuclear norm    2. Some basic results of Low-Rank and Sparse    3. Robust PCA via Weighted Low Rank    4. Schattenp Norm when \(0\le p \le 1\)    5. Subspace Clustering via Kernel Method    6. KSVD    7. Deep KSVD    8. GSR    9. Tensor SIAM 2009    10. Tensor SVD    11. Neumann Networks

Unsupervised Learning

Deep Learning

  1.    Introduction to Neural Networks

  2.    Approximation Theory

  3.    Loss Functions and Backpropagation

  4.    CNN   Slide

  5.    RNN & LSTM & Attention   Slide

  6.    Optimization

Tips

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