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Vishal-sys-code/README.md

Research & Real-World Projects

  • GenAI Research Agent: An autonomous research assistant that uses LLMs to read papers, summarize findings, and suggest new directions for exploration. Repository Link
  • Neuromorphic Decision Transformer (arXiv Paper): A spiking neural variant of Decision Transformers, designed to reduce inference energy while maintaining strong policy performance. Repository Link
  • SmartTraffic-RL: A reinforcement learning framework for adaptive urban traffic signal control, including a custom gym-style RL environment with SUMO integration. Repository Link
  • Repo Ingestion Agent: An agent that ingests GitHub repositories, parses code/documentation, and structures them for downstream LLM tasks. Repository Link
  • KibouChan: A chatbot focused on mental wellness and positive interactions, blending conversational flow control with LLMs. Repository Link
  • AgroSense (arXiv Paper): A crop recommendation system leveraging soil and climate data, built for precision agriculture and sustainable farming. Repository Link
  • AgenticCyberOps: An autonomous cybersecurity pipeline for penetration testing, threat detection, and automated response. Repository Link
  • NumPyLiteC: A lightweight C-based reimplementation of NumPy-like operations, designed for speed and minimal footprint. Repository Link
  • PDF2Podcast: Converts research papers and PDFs into podcasts using summarization and text-to-speech. Repository Link
  • pandas.c: A systems-level reimplementation of core Pandas features in C, exploring performance and efficiency trade-offs. Repository Link
  • Handwritten Recognition (MNIST): A deep learning model for digit recognition on the MNIST dataset. Repository Link
  • Wave Function Collapse: Procedural content generation using the WFC algorithm. Repository Link
  • Stay Productive: A simple productivity app for tracking tasks, focus sessions, and consistent workflow. Repository Link
  • Command-Line Game: A lightweight interactive terminal game showcasing UI/UX in the command line. Repository Link

Kaggle & Applied ML Projects

  • Signature Verification (CNN, SNN, CSNN): Verifies signatures using convolutional and spiking neural network architectures. Code Link
  • Drowsiness Detection: Detects driver drowsiness using data and image inputs for real-time safety applications. Code Link
  • Malware Detection (DT, SVM, LR, NN): A comparative study of classical ML and neural approaches for malware detection. Code Link
  • Signature Verification (RNN / C-RNN / B-RNN): Explores recurrent architectures (vanilla, conditional, bidirectional) for signature verification. Code Link
  • Real Forge Signature Detection: Distinguishes between forged and genuine signatures using image-based models. Code Link
  • Evaluate OpenLLMs for Text Summarization: Benchmarks open-source LLMs on summarization tasks, comparing quality vs inference cost. Code Link
  • Diabetes Prediction and Classification (Bachelor’s Project): Predicts diabetes types with feature importance analysis, preprocessing, and model comparison. Code Link

Publications & Highlights

  • Spiking Decision Transformer: Neuromorphic adaptation of Decision Transformers. Paper Link
  • AgroSense: Precision agriculture system for crop recommendation. Paper Link
  • Diabetes Prediction and Its Types: Undergraduate research project exploring classification of diabetes subtypes.

I sincerely thank my dear friend Debasmita for her kind support and invaluable help with the Spiking Decision Transformer and AgroSense projects.


📬 Connect

Pinned Loading

  1. machine-learning-complete-guide machine-learning-complete-guide Public

    The Complete Machine Learning Repository

    Jupyter Notebook 9 1

  2. deep-learning-complete-guide deep-learning-complete-guide Public

    The Complete Deep Learning

    Jupyter Notebook 4

  3. neuromorphic_decision_transformer neuromorphic_decision_transformer Public

    Spiking Decision Transformer: Efficient Reinforcement Learning with Event-Based Sequence Modeling

    Python 1 1

  4. AgenticCyberOps AgenticCyberOps Public

    This is an autonomous cybersecurity pipeline.

    Python 1

  5. AgroSense AgroSense Public

    AgroSense: Crop Recommendation System

    Jupyter Notebook 2

  6. SmartTraffic-RL SmartTraffic-RL Public

    A Gym-style RL environment and benchmark for adaptive urban traffic signal control using macroscopic flow models (with optional SUMO integration).

    HTML 2