Data Science & ML

Advanced Data Mining

• Evaluating bounds using Manhattan and Euclidean distances

• Top words and K-means for text clustering

• Regularized linear models, and spectral clustering with eigenvalue decomposition

• Unique quotes estimation with Flajolet-Martin algorithm, and filtering spams with Bloom Filter

• Network analysis of co-purchased products on Amazon

Big Data Analytics

• Character Recognition: Can Machine Learning Identify Human Written Characters?

• Mathematics of Gradient Descent

• Gradient Descent with MapReduce

• Random Forest with PySpark

• Unsupervised Learning and Generalization Performance

Artificial Intelligence:

• Tic tac toe with minmax search algorithm

• Autograd: a program for automatic differentiation

• Othellobot