______ Mohammed Ferdaus :)
/\ ___\ ----------------------------------------------------------
\ \___ \ About Me
\/\_____\ ----------------------------------------------------------
\/_____/ • Big fan of scientific machine learning, computational mathematics,
and theoretical/foundational machine learning research.
______ • Goal is to launch a for-profit research lab / deep-tech startup
/\ ___\ using sciML models to solve real world problems one day.
\ \ \____ • Interested in scientific machine learning — particularly using neural operators
\ \_____\ & physics-informed methods to solve problems in mathematics and the physical sciences.
\/_____/ • Interested in the theoretical and foundational side of ML, including geometric deep
learning, kernel methods, and learning on manifolds & graphs.
__ Interests
/\ \ ----------------------------------------------------------
\ \ \ • Reinforcement Learning / Deep Learning
\ \_\ • Foundational Machine Learning
\/_/ • Scientific Machine Learning (SciML)
__ __ In Progress
/\ "-./ \ ----------------------------------------------------------
\ \ \-./\ \ • Julia Differential Equations [▮▮▯▯▯]
\ \_\ \ \_\ • Python ML/DL/RL Methods From Scratch [▮▯▯▯▯]
\/_/ \/_/ • Julia Scientific Computing [▯▯▯▯▯]
__ Planned
/\ \ ----------------------------------------------------------
\ \ \____ • Julia Probabilistic Programming
\ \_____\ • Multi-Model sciML apprach to familys of functionals
\/_____/ • Physics constrained FNO for hallucination resistant
speech recognition
- Kitchener-Waterloo
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Julia-Computational-Mathematics
Julia-Computational-Mathematics PublicA collection of computational mathematics projects built to develop applied Julia skills across numerical methods, simulation, linear algebra, and differential equations. Each subfolder is a standa…
Julia
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Julia-Applied-Machine-Learning
Julia-Applied-Machine-Learning PublicA collection of supervised, unsupervised, and reinforcement learning projects built in Julia, covering classical machine learning algorithms implemented from scratch alongside library-based approac…
Julia
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Julia-Physics-Animations
Julia-Physics-Animations PublicA collection of real-time physics animations built in Julia using GLMakie. Each file is a standalone simulation covering a different physical system — from simple kinematics to elastic collisions a…
Julia
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Pong-Self-Play-RL-Model
Pong-Self-Play-RL-Model PublicA reinforcement learning project where an AI agent learns to play a custom Pong game through self-play. The agent improves over time by competing against past versions of itself, discovering strate…
Python
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2D-Chemistry-Simulator-Python
2D-Chemistry-Simulator-Python PublicReal-time 2D molecular dynamics simulator in Python (Pygame/NumPy). Drag-and-drop H, O, N, He atoms into a box with Lennard-Jones forces, harmonic bonds, angle constraints, and Langevin noise; dyna…
Python
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