Navneet Nitin

ML Engineer & ECE Student | Building intelligent systems with Python & AWS

I'm a third-year Electronics and Communication Engineering student at Haldia Institute of Technology (CGPA 8.65). I focus on Machine Learning and problem solving — 100+ LeetCode problems solved, 11,000+ views on my community posts. I build end-to-end ML pipelines, deploy real-time apps on Streamlit and AWS, and am currently deepening my knowledge of data structures and ML fundamentals.

About Me

I'm a passionate builder currently pursuing my B.Tech in Electronics and Communication Engineering at Haldia Institute of Technology (2023–2027), holding a CGPA of 8.65. I thrive at the intersection of complex problem solving and real-world intelligence.

My core focus is on Machine Learning fundamentals and Data Structures & Algorithms. Currently diving deep into trees, hashmaps, and advanced ML architectures. When I'm not studying, I'm likely brainstorming the next ML pipeline to deploy to AWS, or participating in the campus chess club!

Skills & Tech Stack

Languages

Python Java SQL

ML & Data

Scikit-learn Pandas NumPy Matplotlib EDA Feature Engineering Predictive Modeling

Frameworks & Tools

FastAPI Streamlit Joblib REST APIs

Cloud & DevOps

AWS (EC2, S3, RDS, IAM, ALB) Anaconda Postman Git

Databases

MySql Supabase

Other

OOPs DSA & Problem Solving

Experience

Jan 2026 – Feb 2026

Machine Learning Engineer Intern

Ardent Computech Pvt Ltd, Haldia, India

  • Designed end-to-end ML pipelines using Python and Scikit-learn (data preprocessing, feature scaling, model evaluation)
  • Deployed interactive ML apps using Streamlit for real-time predictions
  • Engineered scalable apps on AWS (EC2, S3, RDS, IAM) with load balancing and automated deployments
  • Built ML models for healthcare and education domains

Education

Sept 2023 – June 2027

B.Tech in Electronics and Communication Engineering

Haldia Institute of Technology

CGPA: 8.658/10.0

Certifications

AWS Fundamentals of ML & AI

Amazon Web Services

Python Programming

Microsoft & Skill India

Java Fundamentals

Udemy

Projects

Diabetes Risk Prediction System

Python Scikit-learn Streamlit ML

End-to-end supervised learning system using the Pima Indians Diabetes Dataset (768 samples). Trained Logistic Regression, Random Forest, and SVM — achieved 77% accuracy with Random Forest. Deployed on Streamlit for real-time clinical predictions.

Student Performance Prediction System

Python Scikit-learn Pandas NumPy

Predictive model on 1000+ student records to forecast academic performance. Applied regression and ensemble methods achieving R² of 0.89. Includes EDA, feature importance ranking, and data visualisation dashboards.

Positions of Responsibility

Campus Ambassador

Present

Chess.com at HIT

Organises chess tournaments and awareness campaigns.

Campus Ambassador

Aug 2025 – Oct 2025

Careers360

Facilitated 30+ college reviews through campus outreach.

Content Writer

Apr 2024 – Jan 2026

HIT Chess Club

Created promotional content and event documentation.

Let's Connect

I'm currently looking for new opportunities. Whether you have a question or just want to say hi, I'll try my best to get back to you!