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I am atomic
๐Ÿ’ญ
I am atomic

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jatinbalajisailada/README.md

โšก Hey, I'm Jatin Balaji Sailada

I am a Electrical Engineering undergraduate student at National Institute of Technology (NIT), Rourkela. I operate at the intersection of hardware systems, embedded engineering, and custom machine learning frameworksโ€”focusing deeply on low-level execution, edge AI, and mathematical optimization over high-level abstractions.

"I am Atomic."


๐Ÿš€ Core Focus & Focus Areas

  • Mathematical ML & Data Systems: Building machine learning algorithms (Gradient Descent, K-Means, KNN) completely from scratch to master optimization loops and algorithmic performance.
  • Embedded AI & Automation: Designing embedded control systems (PID loops on Arduino) and deploying resource-constrained, compressed neural networks.
  • Full-Stack Development: Architecting low-latency, highly interactive web applications using Next.js, Framer Motion, and Firebase for high-traffic student operations.

๐Ÿ’ป Technical Toolbelt

๐Ÿง  Machine Learning & Edge AI

Python NumPy Scikit-Learn OpenCV ONNX TinyML LangChain LCEL Kaggle

๐Ÿ› ๏ธ Low-Level & Embedded Engineering

C C++ Arduino Multisim

๐ŸŒ Full-Stack Engineering

JavaScript React Next.js Node.js Tailwind CSS HTML5 CSS3 Firebase

โš™๏ธ Tools & Architecture

Git Figma


๐Ÿ“‚ Featured Technical Projects

๐Ÿ‘๏ธ Edge Vision Dashboard: Real-Time Object Detection

  • Stack: Python, ONNX Runtime, OpenCV, NumPy, COCO Dataset
  • Engineered a lightweight, real-time local edge inference engine running deep learning graphs optimized directly on the CPU.
  • Eliminated heavy dependencies by utilizing NumPy for vectorized frame preprocessing (tensor reshaping, normalization) and writing a native Non-Maximum Suppression (NMS) parsing routine.
  • Developed a dynamic live Heads-Up Display (HUD) to render bounding boxes, classifications, and real-time millisecond latency telemetry over a raw webcam feed.

๐Ÿ“ˆ TinyML Sine-Wave Predictor

  • Stack: Pure C++, Python, Embedded Systems Optimization
  • Built a zero-dependency, from-scratch C++ inference engine to deploy deep learning models onto severely resource-constrained edge hardware without relying on frameworks like TensorFlow Lite.
  • Swapped out high-level abstractions for raw performance by manually implementing the entire forward pass, dot products, matrix multiplications, and non-linear activation functions ($\text{ReLU}$ and Linear) from scratch.
  • Handled the entire development pipeline from Python-to-C++ serialization to final cross-compilation.

๐Ÿ”ค Next-Word Text Generator

  • Stack: Python, Deep Learning, Sequence Modeling
  • Built an autoregressive deep learning model from the ground up designed to predict and suggest sequential text completions, mimicking an intelligent autocomplete engine.
  • Curated and trained the network on a custom domain-specific dataset, achieving strong sequential coherence over deep text generation loops (e.g., iteratively resolving long-tail contextual strings like "mail once the course is over" from a single seed word).

๐Ÿค Let's Connect

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  1. realtime-object-detection realtime-object-detection Public

    Real-Time Object Detection is a high-performance computer vision pipeline written entirely in Python. It captures live webcam video using OpenCV, runs image pre-processing instantly via NumPy, and โ€ฆ

    Python

  2. text_generator text_generator Public

    A Deep learning model designed to predict and suggest the next few words in a given sentence.

    Jupyter Notebook

  3. sine-wave-predictor sine-wave-predictor Public

    A lightweight, from-scratch machine learning pipeline demonstrating the core principles of TinyML and edge AI. This project bridges the gap between high-level model training and low-level hardware โ€ฆ

    C