Statistics
Skills for certificate:
Mathematics
Machine Learning
Deep Learning
Artificial Intelligence
Statistics
This is the page displaying all the material related to Statistics. This can include projects, blogs, certificates, university modules and work experience along with sub-skills.
Material
Custom Neural Network Classifier
Built a neural network from scratch to teach a Pacman agent. Used various techniques such as batch normalisation, dropout, momentum, learning rate decay and more to improve performance.
Custom Q-Learning Agent
A custom Q-Learning agent learns to play Pacman. Required foundational Mathematics knowledge and understanding of the Q-Learning algorithm.
Computational Finance Assignment
Exploring valuation of options using methods like Black-Scholes, binomial trees, and Monte Carlo. Also includes theoretical aspects of put-call parity and financial arbitrage opportunities.