Projects
Built a Transformer from scratch, inspired by Attention Is All You Need, showcasing expertise in neural networks. Trained with PyTorch on a custom dataset, optimizing hyperparameters for a 15% BLEU boost. Analyzed performance using attention heatmaps, loss curves, and evaluation metrics.
Fine-tuned Llama on English-to-SQL queries using LoRA and efficient fine-tuning, cutting inference errors by 25%. Built a preprocessing pipeline to clean, tokenize, and balance data, boosting training efficiency and SQL accuracy.
Built a Retrieval-Augmented Generation (RAG) pipeline using LangChain, ChromaDB, and an open-source LLM. The key achievements include creating a context-aware text generation system, improving query latency and response relevance by 10% through ChromaDB indexing, and ensuring production readiness by utilizing comprehensive evaluation frameworks.
Publications
Anubrat Bora and Dr. Gerard DeepakThis research presents a strategic model for video recommendation in the Web 3.0 era, integrating hybrid machine intelligence, generative AI, and semantic artificial intelligence. It dynamically generates ontologies from query words to extract features based on similarity and employs a logistic regression classifier for dataset categorization. By incorporating semantic reasoning with Normalized Pointwise Mutual Information (NPMI) and optimizing recommendations through the Elephant Optimization algorithm, it enhances accuracy, diversity, and relevance in video recommendation systems.
Anubrat Bora and Dr. Gerard DeepakThis research presents a strategic framework for classifying criminology and news datasets, enhancing their relevance for expert systems. It integrates LLaMA with XGBoost for efficient categorization and enrichment. Using standard news APIs and the Cricket Algorithm with a diversity index, it optimizes precision, accuracy, and F1 score in crime classification.
Experiences
AI ML Engineer InternContributed vector search functionality for recipe discovery and developed home card UI management system for an AI cocktail assistant. Built FastAPI endpoints and SQLAlchemy models for search operations and dynamic content delivery with image caching.
Machine Learning InternBuilt a simple chatbot for greetings and conversation tracking, also developed a college admission chatbot using PDFs for queries on requirements, deadlines, and processes with Streamlit, Groq, LangChain, and LangChain-Groq, enabling multi-turn interactions and contextual memory.
Bookmarks
Books
The Alchemist[Brazilian] Paulo CoelhoA novel that follows the journey of Santiago, a young Andalusian shepherd who dreams of discovering a hidden treasure in Egypt. Guided by omens, a wise alchemist, and his own unwavering faith, Santiago embarks on a life-changing quest of self-discovery. The story explores themes of destiny, personal legend, and the transformative power of following one’s dreams.
Sapiens: A Brief History of Humankind[Israeli] Yuval Noah HarariA fascinating exploration of human history, tracing the evolution of Homo sapiens from ancient times to the modern era. Harari delves into anthropology, biology, and sociology to analyze how humans became the dominant species on Earth.
1984[British] George OrwellA dystopian novel set in a totalitarian society ruled by the Party, which has total control over every aspect of people's lives. The story follows Winston Smith, a low-ranking member of the Party, as he becomes disillusioned with the oppressive regime and begins...
