SM

Hi, I'm Sourav

ML & Backend Developer

Building reliable backend and ML systems that ship.

I build APIs and machine-learning systems with Python, Django and FastAPI. B.Tech CSE student, looking for fresher and intern roles.

Sourav Manna

Sourav Manna

ML & Python Backend Developer

Kolkata, India

About me

Who I am?

I'm a B.Tech Computer Science student (2022–2026) at The Neotia University, focused on Python backend development and machine learning.

I've worked on Django REST APIs during an internship and on ML projects covering logistics prediction and retrieval-augmented generation (RAG). I'm looking for fresher and intern roles where I can keep building real systems.

Tech stack

What I work with

Languages

  • Python
  • HTML
  • C++
  • SQL

Backend & Libraries

  • Django
  • Django REST Framework
  • FastAPI
  • scikit-learn
  • pandas
  • NumPy
  • TensorFlow

AI / ML

  • XGBoost
  • RAG
  • Semantic search
  • sentence-transformers
  • Transformers
  • ML algorithms
  • Model Deployment
  • LangChain
  • Local LLM

Tools & Platforms

  • Hugging Face
  • VS Code
  • PyCharm
  • Kaggle
  • Colab
  • Antigravity

Database

  • PostgreSQL
  • FAISS
  • Vector(DB)

DevOps / Cloud

  • Docker
  • AWS
  • GitHub Actions
  • Git
  • Render
  • Postman

Project demo

See it in action

AI / ML

Smartlogix-AI

AI-powered logistics system predicting product demand and shipment ETA for smarter supply chain decisions.

  • Built FastAPI REST APIs for demand prediction and ETA estimation, with structured request validation and SQLAlchemy ORM on PostgreSQL for prediction traceability.
  • Trained a logistic regression model for demand-level classification and benchmarked multiple regressors for ETA, selecting XGBoost as the best performer (R² 0.76, MAE 1.195).
  • Python
  • FastAPI
  • XGBoost
  • PostgreSQL
  • Docker
  • GitHub Actions
  • AWS EC2
  • Nginx
  • Streamlit
  • Matplotlib

Get in touch

Let's build something

Send me a message

Direct contact