Teaching Associate

Postgraduate course, Pune University, Bioinformatics Department , 2024

Conducted Scientific Data Mining and Visualization & Advanced Algorithms in Machine Learning course with hands-on Python as a Teaching Associate with Prof. Jayaraman at Bioinformatics Department, Pune University, from Aug 2024 to Present

Scientific Data Mining and Visualization Syllabus

  • Introduction to stochastic optimization
  • Random Walk
  • Monte Carlo, Metropolis Monte Carlo
  • Simulated Annealing
  • Genetic Algorithm
  • Ant Colony Optimization
  • Hands-on python for all algorithms

Advanced Algorithms in Machine Learning Syllabus

  • Naive Bayes
  • Logistic Regression
  • Support Vector Machines
  • Time Series Forecasting
  • Convolutional Neural Network
  • Recurrent Neural Network
  • Hands-on python for all algorithms