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.
Publications
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
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...
