Analyze a non-parametric, instance-based learning algorithm called KNN and implement it from scratch in Python to solve classification and regression tasks.

Predict data based on other feature, fitting a straight line or hyperplane in high dimensional data by 3 different approaches, namely geometry (projection), algebra (null space and collum space) and calculus (derivative and chain rule).

Develope a bot which can learn how to play Flappy Bird Game over time using Neural Network model and Genetic algorithm.

Mapping fundamental querry and concept of relational MySQL database (structured data) to MongoDB (un-structured data)

Design a simple MySQL Database to store students information, including entity UML diagram, script and typical use cases description.