Hire Samanth B. - LLM Engineer

About samanth

I’m a final-year B.Tech student at SVNIT Surat, with a strong focus on Machine Learning, Deep Learning, and Generative AI. I enjoy building models from first principles and taking them all the way from data understanding to deployment. One of my core strengths is deep learning architecture understanding. I rebuilt GPT-2 (124M) entirely from scratch in PyTorch—implementing tokenization, embeddings, masked multi-head self-attention, causal masking, training loops, and autoregressive text generation without relying on Hugging Face abstractions. I also validated my implementation by integrating OpenAI’s pretrained weights, gaining hands-on insight into decoder-only LLMs and inference strategies. Beyond LLMs, I have strong experience in classical ML and applied data science. During my internship at ATD Analysis Pvt. Ltd., I developed a production-ready Loan Eligibility Prediction System on a 10K+ record dataset, improving model accuracy from 65% to 80% through feature engineering and hyperparameter tuning across multiple algorithms. My projects span: Transformer-based English–Hindi translation built fully from scratch AI agent–powered RAG chatbot using LangChain and vector databases (FAISS/ChromaDB) End-to-end ML pipelines with evaluation, optimization, and deployment readiness I’m particularly interested in LLMs, AI agents, retrieval-augmented generation, and real-world AI systems that balance correctness, scalability, and usability. Actively seeking opportunities in ML engineering, LLM research, and applied AI roles where I can build, experiment, and ship impactful systems

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