• 🎓 Final-year B.Tech CS student (AI/ML specialization) at PES University
• 🚀 Building Lectify — an agentic EdTech platform generating multilingual video lessons via AI pipelines
• ⚙️ Increasingly pulled toward AI infrastructure & GPU kernel programming

• 🧩 A from-scratch autograd engine in Python (LazyBuffer → Function → Tensor → Linear layer)
• 🎛️ Fine-tuning pipelines with Unsloth + LoRA + trl (SFT on Qwen2.5)
• ⚡ Deepening CUDA/GPU programming — warps, occupancy, memory hierarchy, parallel primitives

Languages: Python · C · C++ · Java · SQL

Machine Learning / Deep Learning: PyTorch · Hugging Face Transformers · LoRA/QLoRA Fine-Tuning · Unsloth · trl (SFT/RLHF) · Graph Neural Networks (GNN, GAT, GCN) · Node2Vec

NLP & LLMs: Large Language Models · Retrieval-Augmented Generation (RAG) · Multimodal RAG · LLM Agents · Low-Resource NLP · Neuro-Symbolic NLP

AI Infrastructure & Systems: CUDA · GPU Kernel Programming · ML Training Bottleneck Analysis · Distributed Systems · Model Optimization

Data & Statistics: Causal Inference · 2SLS · Statistical Modeling · Graph-Based ML

Tools: Git · Docker · Neo4j · Z3 Solver · Kubernetes