In this voluntary role, I lead weekly workshops and mentor students on machine learning topics, including deep learning, natural language processing, and reinforcement learning. I provide guidance on projects, assist with coding issues, and foster a collaborative learning environment.

During my weekly lectures, I teach Machine Learning to a group of 20 to 40 students from diverse backgrounds. All of the material from my lectures is open-source and available at: https://github.com/manu-2213/QMUL_MLSociety

Research topics include: GANs, DIffusion Models, Consistency Models, Large Language Models, Reinforcement Learning, Agent-Based Modelling, Option Hedging, and Limit Order Book Simulations.

Design and test mathematical prompts to evaluate AI model performance.Analyze and refine AI-generated responses for accuracy and clarity.Collaborate with AI developers to implement and monitor improvements.Provide mathematical expertise to ensure high-quality, reliable AI outputs.

Provided exceptional customer service and facilitated betting activities for guests at the Thornton Suite and Members Lounge at Ibrox Stadium.Assisted guests with betting needs, including accepting bets, processing payments, and issuing tickets.Demonstrated in-depth knowledge of betting options, managed cash transactions, and ensured compliance with responsible gambling guidelines.Addressed customer concerns, resolved disputes, and escalated complex issues when necessary.

Provided friendly and attentive service at a vibrant Spanish restaurant, ensuring exceptional customer service.Assisted guests with order taking, answered menu questions, and accommodated special dietary requests.Coordinated with kitchen and bar staff for timely and accurate delivery of dishes and beverages, and utilized English skills to assist international guests, personalizing their experience.Recommended daily specials and suitable wine pairings to enhance the dining experience and increase revenue, while maintaining clean and welcoming tables and resolving customer concerns professionally.

Successfully ran a Rose Selling Business during St. George's Day celebrations in Barcelona for two consecutive years.Acquired necessary permits from the town hall, sourced high-quality roses from reliable suppliers, and set up an attractive street stand.Managed inventory by forecasting demand, handled cash transactions, and maintained accurate sales records.Promoted the business through social media and word-of-mouth, providing excellent customer service to increase sales.

Responsible for ensuring the efficient operation of the meat processing line while adhering to strict quality and safety standards.Duties include:Meat Processing: Working on various stages of the meat production line, which involved tasks such as cutting, trimming, deboning, and packaging meat products according to specified guidelines.Equipment Operation: Operating and maintaining machinery and equipment, such as forklifts.Quality Control: Basic quality control on packaging and issue reporting.Inventory Management: Assisting in inventory management by accurately recording stock levels.