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Computational Science | Python

Working with:

  • Python Jupyter Notebook (.ipynb)
  • NumPy
  • Matplotlib

Topics:

  • Root Finding (A1)
  • SVD based Data Compression (A1)
  • Psuedoinverse (A2)
  • Principal components to find geographic structure (A2)
  • Sampling from some common distributions (A2)
  • Maximum likelihood estimate (A3)
  • Inversion methods to generate distributions (A3)
  • Markov Chain (A3)
  • Jukes-Cantor model of DNA sequence evolution (A3)
  • Alignment Algorithms (A4)
  • Hidden Markov Models (A4)
  • Forward & Backward Algorithms (A5)
  • UPGMA Tree Constructions (A5)

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