🎓 B.Tech AI @ Amity University Lucknow · CGPA 8.48/10
📍 Saran, Bihar, India
📄 Published: Geodata Processing Using Artificial Intelligence | Cybersecurity Threats in AI-Driven Construction Systems
Specialise in:
🤖 LLM Fine-tuning — LoRA / QLoRA / Full fine-tuning
⚡ Transformer Architectures — built from mathematical ground up
🌍 Geospatial AI — CNN + Transformer for satellite imagery analysis
🧠 NLP & Generative AI — BERT, GPT, ViT families
AI / ML
DevOps & Cloud
CNN + BiLSTM + Transformer ensemble pipeline for satellite imagery classification & change detection
| Component | Stack |
|---|---|
| Models | U-Net CNN · Stacked BiLSTM/GRU · Spectral Transformer · Ensemble Fusion |
| Geospatial | ISRO ResourceSat-2 LISS-III · rasterio · NDVI/NDWI/NDBI/NBR indices |
| XAI | Gradient-based Saliency Maps (vanilla backprop) |
| Results | Water Acc 1.00 · Land-cover Acc 0.67 · 5.95% change detected |
| Testing | 32 unit tests · GitHub Actions (Python 3.8–3.11) · MIT License |
Complete Encoder / Decoder / Encoder-Decoder — full math framework, no high-level APIs
Linked to academic review paper on self-attention, BERT vs GPT trade-offs, and ViT.
Automated job search + resume tailoring via Gemini 2.5 Flash + Tinyfish API
| Certification | Issuer | Domain |
|---|---|---|
| ☁️ AI Foundations Associate 2025 | Oracle Cloud | Cloud AI |
| ☁️ Migration Architect Professional 2025 | Oracle Cloud | Cloud Architecture |
| 🔒 Cybersecurity Essentials | Cisco NetAcad | Security |
| 🔒 Introduction to Cybersecurity | Cisco NetAcad | Security |
| 🛡️ Digital Forensics Concepts | Infosec | Forensics |
| 🗺️ GeoData Processing — Python & ML | IIRS-ISRO | Geospatial AI |
| 🗺️ Geo-data Sharing & Cybersecurity | IIRS-ISRO | Geospatial, Security |
Open to AI/ML internships · Research collaborations · Open-source contributions in LLMs & NLP