I didn't get into data science because I had a grand plan. I started with curiosity.
One dataset led to another, one notebook became many more, and over time that journey grew into machine learning projects, computer vision models, NLP experiments, Kaggle competitions, and AI hackathons.
I'm Saman Fatima — a data scientist from Pakistan 🇵🇰 and a Kaggle Grandmaster (rank #191 of 62,137, highest ever #24).
I work across exploratory data analysis, classical ML, deep learning for vision and language, time-series forecasting, and more recently LLM and agent-based projects through hackathons.
Start with the data. Ask honest questions. Learn something useful. Share it clearly.
I write notebooks the way I wish they had been written when I was learning — with reasoning, context, and reproducible results. Outside of building, I help aspiring Kagglers find their footing on the platform.
| 🔍 | exploratory-data-analysis | EDA & viz — billionaires, food, public health, app stores |
|---|---|---|
| 👁️ | deep-learning-computer-vision | CNN classifiers — plant disease, cats/dogs, fruit quality · 90%+ accuracy |
| 💬 | nlp-and-sequence-models | RNN · BiLSTM · text models · red-teaming walkthrough |
| 🤖 | machine-learning-classical | Fraud detection · regression · classification |
| 🏆 | kaggle-competitions | Competition baselines and starter notebooks |
| 📈 | time-series-and-finance | Stock-price forecasting · crypto analysis |
| 🚀 | ai-hackathons | LLM and agent-based hackathon projects |
Kaggle is where I spend most of my time learning, experimenting, and sharing work.
 of 62,137 · peak #24 |
 public · all explained |
 4,651 forks |
🥇 Gold ×4 🥈 Silver ×27 🥉 Bronze ×6 |
||
Languages
Machine Learning
Deep Learning
Data & Visualization
LLMs & Agents
Active on lablab.ai — four end-to-end AI products built with small teams under tight deadlines.
⚖️ Urdu Legal E-Commerce Agent
A multi-agent system that simplifies Pakistani legal documents in Urdu using Llama and Groq.
→ Project page
🐍 Python Buddy
An AI tutor featuring a Socratic hint system and an automated code coach.
→ Project page
🌐 Predictive Network Maintenance
Two systems built for off-grid school connectivity — developed across two separate hackathons.
→ AIstronauts · AI for Connectivity
Full writeups in the ai-hackathons repo.
◈ Agent-based AI systems
◈ LLM applications
◈ AI education tools
◈ New Kaggle competitions
Open to collaboration, competitions, side projects, mentoring, and conversations around data science and AI.
Most projects here started with curiosity. The rest followed from there.
Learning publicly · Building continuously · Improving one project at a time