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  1. C1-Research-Computing-Coursework C1-Research-Computing-Coursework Public

    This project implements and benchmarks automatic differentiation using dual numbers, comparing pure Python and optimized Cython versions against SciPy's numerical differentiation.

    Jupyter Notebook 2

  2. PauliPropagation.py PauliPropagation.py Public

    Reproduces truncated Pauli propagation and Monte Carlo sampling for quantum circuit simulation from “Classically estimating observables of noiseless quantum circuits,” benchmarking against statevec…

    Jupyter Notebook 2

  3. S1-Statistical-Method-Coursework S1-Statistical-Method-Coursework Public

    This project evaluates Maximum Likelihood Estimation (MLE) and sWeights methods for parameter estimation in a two-dimensional signal-background model, analyzing bias, uncertainty, and computational…

    Jupyter Notebook

  4. M1-Machine-Learning-Coursework M1-Machine-Learning-Coursework Public

    This 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…

    Jupyter Notebook

  5. Finetuning_Qwen_for_Time_series_prediction Finetuning_Qwen_for_Time_series_prediction Public

    This 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…

    Jupyter Notebook

  6. bayesian-inference-for-antikythera-hole-count bayesian-inference-for-antikythera-hole-count Public

    This 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.

    Jupyter Notebook