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C1-Research-Computing-Coursework
C1-Research-Computing-Coursework PublicThis project implements and benchmarks automatic differentiation using dual numbers, comparing pure Python and optimized Cython versions against SciPy's numerical differentiation.
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PauliPropagation.py
PauliPropagation.py PublicReproduces truncated Pauli propagation and Monte Carlo sampling for quantum circuit simulation from “Classically estimating observables of noiseless quantum circuits,” benchmarking against statevec…
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S1-Statistical-Method-Coursework
S1-Statistical-Method-Coursework PublicThis project evaluates Maximum Likelihood Estimation (MLE) and sWeights methods for parameter estimation in a two-dimensional signal-background model, analyzing bias, uncertainty, and computational…
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M1-Machine-Learning-Coursework
M1-Machine-Learning-Coursework PublicThis project evaluates neural networks, Random Forest, SVM, and logistic regression on vertically concatenated MNIST digit pairs, analyzing performance via hyperparameter tuning and t-SNE visualiza…
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Finetuning_Qwen_for_Time_series_prediction
Finetuning_Qwen_for_Time_series_prediction PublicThis project fine-tunes a Qwen2.5-0.5B model using LoRA to forecast predator-prey dynamics, exploring hyperparameter optimization, computational efficiency, and reverse-engineering of underlying OD…
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bayesian-inference-for-antikythera-hole-count
bayesian-inference-for-antikythera-hole-count PublicThis project uses statistical modeling (MLE and Bayesian inference) to analyze X-ray data from the Antikythera mechanism, investigating the original hole-count of its ancient calendar ring.
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