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bruce88617 / nycudopcs_advanced

Repository for the course material of advanced python programming in the Department of Photonics, NYCU
Mozilla Public License 2.0
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課程規劃 - 111B Data Science with Python #1

Closed bruce88617 closed 1 year ago

bruce88617 commented 2 years ago

(Draft)

111B Data Science with Python

Syllabus

There are 4 projects in this course.

  1. Dynamic programming
  2. Least square method for linear regression
  3. Linear classification and clustering
  4. Introduction to neural networks
OISTien commented 2 years ago

不錯的參考書籍: https://pythonnumericalmethods.berkeley.edu/notebooks/Index.html

bruce88617 commented 1 year ago

Final version

Syllabus

  1. Advanced Python Programming with Applications
  2. Numerical Linear Algebra
  3. Eigenvalues and Eigenvectors
  4. Least Squares Regression
  5. Introduction to Machine Learning
  6. Advanced Python Programming with Applications II