Gradient Boosting vs. Neural Networks: When Classical ML Still Wins
A deep-dive into why gradient-boosted trees consistently outperform deep learning on tabular data.
Read MoreHello, I'mDebnil Pal
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AI/ML and Cybersecurity enthusiast building intelligent, secure systems. I love blending Deep Learning with domains like security, space science, and real-time systems—and I also enjoy Competitive Programming to sharpen my problem-solving.
Quick Overview
Who I am, what I do, and what I’m great at
Who I Am
I’m Debnil Pal, a creator who believes technology should not only solve problems but also inspire change. My work lies at the crossroads of AI, cybersecurity, and innovation, where creativity meets logic. I build tools, design systems, and explore research that empower humans to work smarter with technology. The future is intelligent — and I’m coding my way into it.
Core Skills
- PyTorch
- Scikit-learn
- Computer Vision
- MLOps (Docker)
- FastAPI
- Security
What I Do
- AI/ML Solutions & Model Deployment
- Security Consulting & Anomaly Detection
- Performance-focused Engineering
Skills & Expertise
AI-first skillset spanning ML/DL, Security, and Algorithms
AI/ML
Deep Learning
Cybersecurity
Web Development
Certifications
Machine Learning Internship Certificate
Ethical Hacking (Internshala)
Cybersecurity Internship Certificate
For correctness and verification of my certificates, please check my LinkedIn.
Featured Projects
Selected work from my GitHub
CompliSource
Compliance knowledge and sourcing tool built for a hackathon.
JavaScriptWeb
Microcredit Risk Predictor
AI-powered risk scoring using alternative financial signals.
TypeScriptML
Landslide Detection on Moon
Boulder and landslide detection experiments on lunar imagery.
PythonCV
Latest Blog Posts
Deep dives into ML, NLP, Deep Learning, and Quantum Computing
Attention Is All You Need — But Tokenization Is All You Forget
How tokenization strategies silently shape every NLP model's performance, from BPE to byte-level.
Read More
Residual Connections, Skip Paths, and the Geometry of Deep Networks
Why residual connections are the single most important architectural innovation in deep learning.
Read MoreGet In Touch
Let's discuss your next project
Phone
+91 9933182503
Location
India, West Bengal, Kolkata
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