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ronit22203/README.md

Hi, I'm Ronit Saxena

AI/ML Engineer | Data Scientist @ Pragyaa.ai | IIIT-B PGDip | Deep Learning | MLOps | Full-stack ML
Location

I'm currently building intelligent, production-grade ML pipelines at Pragyaa.ai — solving real-world problems using data-driven insights and predictive modeling. My work blends classical machine learning, solid engineering practices, and scalable deployment. I'm also passionate about deep learning and continuously improving my craft.

Other GitHub Contributions

I also contribute under a separate GitHub profile for work and research:

  • Work Profile (personal/professional commits)

Key Skills & Tech Stack

Machine Learning

Classification Regression Clustering SHAP Feature Engineering

Deep Learning

PyTorch TensorFlow Keras Neural Netoworks

MLOps

Docker FastAPI MLflow Azure AutoML

Data Tools

Pandas NumPy SQL S3 Matplotlib Seaborn

Software & Infrastructure

Python Git Bash REST APIs GitHub Actions

Cloud Platforms

Azure GCP AWS


Featured Project: Hospital No-Show Prediction (2025) ⭐️

Status ML Pipeline

Goal: Predict whether patients will show up for their hospital appointments, minimizing operational costs.

Tech: scikit-learn X
8962
GBoost SHAP Pandas Docker Airflow

Highlights:

  • Cleaned and engineered messy real-world temporal + categorical data
  • Trained models: Logistic Regression, Random Forest, XGBoost
  • Prioritized high recall to catch no-shows
  • Used SHAP for model explainability
  • Achieved ~94% recall with tuned thresholding
  • Fully modular — built to integrate with Flask UI and Airflow

Repo (In Progress): PredictML-Production


Notebooks & Experiments

Project Badges Description
Multilinear Regression Regression Tutorial A basic regression walkthrough
Data Cleaning & Visualization EDA Preprocessing Preprocessing + EDA utilities
EDA: Bank Marketing Banking Analysis Exploratory analysis of campaign data
Lead Scoring Case Study Lead Scoring ML Lead qualification using ML

Connect With Me

Portfolio LinkedIn
Based In
On a mission to build AI tools for real-world impact with strong foundation and cutting edge technologies


Currently Working On

  • PredictML-Production: Healthcare ML Pipeline
  • Certifications:
    • Microsoft DP-100
    • AWS MLS
    • TensorFlow
  • FinSona: Finance AI platform
    • Voice Bot (OpenAI + Realtime FastAPI) → Done
    • Memory layer + ML integration → In Progress

Pinned Loading

  1. PredictML-Production PredictML-Production Public

    An end-to-end ML pipeline, focused on appointment attendance prediction.

    Jupyter Notebook 1

0