CV

Supratim Manna

📍 Pune
📧 supratimmannas7@gmail.com
🔗 LinkedIn
🔗 GitHub

Education

Defence Institute of Advanced Technology, Pune
M.Sc in Data Science
◦ CGPA: 8.75/10.0
📅 Aug 2023 – May 2025

Midnapore College (Autonomous)
B.Sc in Mathematics (H)
◦ CGPA: 9.02/10.0
📅 Aug 2020 – May 2023

WBCHSE, West Bengal
Higher Secondary
◦ Percentage: 94.40%
📅 2020

WBBSE, West Bengal
Secondary
◦ Percentage: 86.14%
📅 2018

Experience

Assistant Professor (Adhoc)
GH Raisoni International Skill Tech University, Pune
June 2025 – Dec 2025

Publications

Supratim Manna, R. Bharath
Isolation Forest-Based Anomaly Detection of Vessels Using AIS Data
Data Management, Analytics and Innovation, Springer Nature Singapore, 2025, pp. 185–195
🔗 View

Projects

Career Conversation Agent
AI agent narrating my academic journey
🔗 HuggingFace

Sales Agent
Multi-agent system for generating and selecting professional drafts
🔗 GitHub

Exoplanet Detection using Machine Learning
K-Nearest Neighbors (k-NN) based model to detect exoplanets from light curve data
🔗 GitHub

CyberAICup 2024 – Network Intrusion Detection System
LightGBM-based intrusion detection system achieving 98.71% accuracy for real-time monitoring
🔗 GitHub

3D Object Detection for Autonomous Vehicles
Pretrained deep learning model for detecting objects in real-time driving scenarios
🔗 GitHub

Movie Recommender System (TMDB)
Content-based recommender system using Count Vectorization and cosine similarity
🔗 GitHub

Face Mask Detection using CNN
CNN-based model for detecting masked and unmasked faces with high accuracy
🔗 GitHub

Predict Stock Price Movement using NLP
Sentiment analysis of financial news to predict stock market trends
🔗 GitHub

CIFAR-10 Image Generation using GAN
GAN model for generating realistic 32×32 color images
🔗 GitHub

Image Generation using DDPM
Diffusion-based model for generating high-quality realistic images
🔗 GitHub

Military Aircraft Classification
Transfer learning using ResNet50, VGG16, and VGG19 for aircraft classification
🔗 GitHub

AI Agent using Botpress & LLM
AI agent with knowledge base + LLM fallback ensuring data privacy

Skills

Data Science & Machine Learning: Python, Pandas, NumPy, Scikit-learn, SQL, Data Structures, Regression, Classification, Clustering, Feature Engineering, Model Evaluation, Cross-validation, Hyperparameter Tuning, Ensemble Methods

Deep Learning & Generative AI: PyTorch, Neural Networks, CNNs, RNNs, Transformers, LLMs, Generative AI, Fine-tuning, Embeddings, Hugging Face, Transfer Learning

Natural Language Processing & LLM Systems: Text preprocessing, Tokenization, Named Entity Recognition, Sentiment Analysis, Prompt Engineering, Retrieval-Augmented Generation (RAG), LangChain, LangGraph, OpenClaw

MLOps & Deployment: Model deployment, APIs, Docker, Experiment Tracking (MLflow, Weights & Biases), Model Monitoring, Pipeline Automation

Data Engineering & Big Data: Data pipelines, ETL, Data preprocessing, Data cleaning, Feature pipelines, Data warehousing, Handling large-scale structured data

Mathematics & Statistics: Linear Algebra, Probability Theory, Statistical Inference, Hypothesis Testing, Regression Analysis, Bayesian Methods, Time Series Analysis, Optimization Techniques, Sampling Methods

Tools & Platforms: Power BI, Excel, Git, GitHub, VS Code, Cursor, Jupyter Notebook, Anaconda, PyCharm, Docker, Streamlit, Gradio

Internship

Next24tech Technology & Services
Jun 2024 – Aug 2024
🔗 View Certificate

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