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algorithm-development

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This is a mock keypad simulation project where I simulated circuit in LTspice to use that data for the test bench. I developed a Tkinter UI to generate data, which are sent to Arduino for processing, then sent back to the UI. Possible work extension could be done by substituting the mock keypad with the real one.

  • Updated Nov 10, 2025
  • Jupyter Notebook

Quantitative Analytics Suite A hands-on Python project inspired by JPMorgan’s quantitative research challenges. It covers four core modules: natural gas price forecasting, storage contract pricing, credit risk modeling (PD & expected loss), and FICO score quantization using DP and likelihood optimization.

  • Updated Oct 13, 2025
  • Jupyter Notebook

A curated collection of hands-on notebooks exploring core machine and deep learning concepts. Each notebook focuses on a specific topic - from linear models and foundational elements like broadcasting and autograd to advanced tasks such as custom layers, transfer learning, sequence modeling with RNNs, and representation learning with autoencoders.

  • Updated Jul 27, 2025
  • Jupyter Notebook

Developed a custom clustering algorithm to analyze wine data without traditional machine learning. The project standardizes features and employs mathematical formulas using NumPy to identify distinct clusters, offering insights into wine sample groupings and their characteristics.

  • Updated Mar 21, 2025
  • Python

πŸ› οΈ Implement efficient deformable grid sampling operations with bilinear interpolation in PyTorch, enhancing deep learning models for dense vision tasks.

  • Updated Nov 11, 2025
  • Cuda

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