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Achievement: Pull Sharkx2Achievement: YOLOAchievement: Pair ExtraordinaireAchievement: Quickdraw

Achievements

Achievement: Pull Sharkx2Achievement: YOLOAchievement: Pair ExtraordinaireAchievement: Quickdraw

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harkirat-data/README.md 
$ whoami

Hi there, I'm Harkirat

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📍 B.Tech CSE (Data Science) student, India 🎯 Building toward ML Engineering / MLOps, with Agentic AI as a downstream goal 🔨 Currently deep in Deep Learning fundamentals — backprop, optimizers, PyTorch next 🧠 Vibe: Focused. Unbothered. Improving.

Featured Projects

neural-nets-scratch-vs-keras Neural network built from scratch in NumPy, benchmarked against an equivalent Keras implementation — to actually understand backprop instead of trusting the framework to do it.

vet-vaccination-reminder Streamlit-based dashboard for tracking pet vaccination schedules and sending automated reminders.

Currently Working On

  • Deep Learning fundamentals — neural nets, backprop, gradient descent, optimizers, regularization
  • PyTorch (tensors, autograd, training pipelines) as the next step after backprop
  • Data Structures & Algorithms in Python, alongside GATE CSE prep

Tech Stack

Languages: Python C SQL

Data / ML: NumPy Pandas scikit--learn TensorFlow Matplotlib Plotly

Backend: FastAPI Postgres

Tools: Git GitHub VS Code Docker

Pinned Loading

  1. Decode-Neural-Networks Decode-Neural-Networks Public

    Neural networks built entirely from scratch using NumPy. Every forward pass, loss, backpropagation, and gradient is coded by hand, then verified against TensorFlow/Keras. Learn what deep learning f…

    Jupyter Notebook 1

  2. vet-vaccination-reminder vet-vaccination-reminder Public

    Streamlit-based dashboard for sending WhatsApp vaccination reminders from VB6 CRM Excel exports.

    Python 1 1

  3. FastAPI FastAPI Public

    Python

  4. 911-calls-predictor 911-calls-predictor Public

    Jupyter Notebook 1

  5. Salary-Prediction-Dataset Salary-Prediction-Dataset Public

    Python 1