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deep-learning-course-assignments
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machine-learning-course-assignments
machine-learning-course-assignments PublicGraduate Machine Learning coursework (HW1-5): Naive Bayes, logistic regression, SVMs, decision trees and ensembles, a from-scratch neural network, PCA/Kernel-PCA, and clustering. Includes an IEEE-s…
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reinforcement-learning-course-assignments
reinforcement-learning-course-assignments PublicReinforcement Learning coursework: multi-armed bandits, dynamic programming (value/policy iteration), Q-learning and SARSA, and a from-scratch PPO on LunarLander. Includes an IEEE-style paper.
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optimal-control-casadi-assignments
optimal-control-casadi-assignments PublicNumerical optimal control coursework with CasADi/IPOPT: shooting and direct collocation, Pontryagin's Minimum Principle, minimum-time orbit transfer, grid dynamic programming, LQR, and Lyapunov ana…
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tehran-air-quality-lstm-forecasting
tehran-air-quality-lstm-forecasting PublicB.Sc. thesis: short-term PM2.5 air-quality forecasting for Tehran using an LSTM recurrent neural network (R2 ~ 0.99). Includes code, the 120-page thesis (Persian), and an IEEE-style paper.
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