๐. ๐๐ง๐ญ๐ซ๐จ๐๐ฎ๐๐ญ๐ข๐จ๐ง ๐ญ๐จ ๐๐จ๐ฆ๐ฉ๐ฎ๐ญ๐๐ซ ๐๐๐ข๐๐ง๐๐ ๐๐ง๐ ๐๐ซ๐จ๐ ๐ซ๐๐ฆ๐ฆ๐ข๐ง๐ ๐๐ฌ๐ข๐ง๐ ๐๐ฒ๐ญ๐ก๐จ๐ง
– A Notion of computation
– The Python programming language
– Some simple algorithms
– Testing and debugging
– An informal introduction to algorithmic complexity
– Data structures
CLICK HERE TO APPLY Starts Aug 30 and Ends Nov 1, 2023
๐. ๐๐ง๐ญ๐ซ๐จ๐๐ฎ๐๐ญ๐ข๐จ๐ง ๐ญ๐จ ๐๐จ๐ฆ๐ฉ๐ฎ๐ญ๐๐ญ๐ข๐จ๐ง๐๐ฅ ๐๐ก๐ข๐ง๐ค๐ข๐ง๐ ๐๐ง๐ ๐๐๐ญ๐ ๐๐๐ข๐๐ง๐๐
– Advanced programming in Python 3
– Dynamic programming
– Plotting with the pylab package
– Random walks
– Probability, Distributions
– Monte Carlo simulations
CLICK HERE TO ENROLL Starts Oct 18 and Ends Dec 20
3. ๐๐จ๐๐ญ๐ฐ๐๐ซ๐ ๐๐จ๐ง๐ฌ๐ญ๐ซ๐ฎ๐๐ญ๐ข๐จ๐ง
– Techniques for software development
– Software testing
– Design patterns
– Functional programming
4. ๐๐๐๐ก๐ข๐ง๐ ๐๐๐๐ซ๐ง๐ข๐ง๐ ๐ฐ๐ข๐ญ๐ก ๐๐ฒ๐ญ๐ก๐จ๐ง: ๐๐ซ๐จ๐ฆ ๐๐ข๐ง๐๐๐ซ ๐๐จ๐๐๐ฅ๐ฌ ๐ญ๐จ ๐๐๐๐ฉ ๐๐๐๐ซ๐ง๐ข๐ง๐
– Classification, regression, clustering, and reinforcement learning
– Linear models, neural networks, and graphical models
– Implement and organize machine learning projects
CLICK HERE TO ENROLL Starts Sep 4 and Ends Dec 19
5. ๐๐๐ญ๐ ๐๐ง๐๐ฅ๐ฒ๐ฌ๐ข๐ฌ: ๐๐ญ๐๐ญ๐ข๐ฌ๐ญ๐ข๐๐๐ฅ ๐๐จ๐๐๐ฅ๐ข๐ง๐ ๐๐ง๐ ๐๐จ๐ฆ๐ฉ๐ฎ๐ญ๐๐ญ๐ข๐จ๐ง ๐ข๐ง ๐๐ฉ๐ฉ๐ฅ๐ข๐๐๐ญ๐ข๐จ๐ง๐ฌ
– Model, form hypotheses, perform statistical analysis
– Use dimension reduction techniques such as principal component analysis – Visualize high-dimensional data
– Model time series using moving average
– Use Gaussian processes to model data
CLICK HERE TO ENROLL Starts Aug 28 and Ends Dec 21
