Jul 2024 – May 2025 · 10 mos · New Delhi, Delhi, India · On-site

• Developing website for Ratatouille 2.0- LLM based Recipe generation tool by Complex systems laboratory
• Training, fine-tuning and comparing multiple LLM models- Mistral, GPT-2 Neo, Llama3 and LSTM models on recipe data.
• Utilised advanced PEFT techniques like QLoRA adaptation to fine-tune multiple models : GPT-2, GPT2-Neo, Llama3-8B, Mistral-7B, LSTM-Char, and LSTM-Word over a web-scraped recipe dataset to generate recipes based on the region and ingredients.
• Generated 100,000+ Novel recipes from a random selection of ingredients. Led the back-end team for the website, writing API calls for data fetching and output generation.
• Rigorously evaluated the models on multiple metrics to obtain a detailed comparison. Led the deployment of
• state-of-the-art recipe generation model reporting a BLUE-score: 0.63, Perplexity: 4.2, BERT-F1: 0.84

May 2024 – Jul 2024 · 2 mos · New Delhi, Delhi, India · On-site

• Developed an online prescription service for a Delhi-based STD clinic handling 50+ patients daily.
• Handled database management for patients and staff, added prescription generation and subscription-based
• email service using Zapier. Integrated the email service with the existing website, handling prescription data for
• 1000+ customers.

Jan 2024 – Apr 2024 · 3 mos · India

• Novel Recipe generation after finetuning Large Language models(LLM's) GPT-2 and Llama 2