My key accomplishments include:

1. Development of AI-powered health assistant and emotional support chatbot:
– Created “AskFabian,” a chatbot utilizing advanced NLP models like GPT-2, BERT, Llama 2, and Mistral 7B.
– Integrated various models via Chainlit and Langchain for interface development.
– Optimized response time via model optimizations, achieving real-time engagement capabilities.
– Improved accuracy in medical query handling and emotional support.

2. Analysis of classroom videos using advanced computer vision techniques:
– Collaborated with the Wheelock Educational Policy Center.
– Utilized SlowFast and Propagative Dense Video Captioning models for motion recognition and dense caption generation.
– Developed expertise in Transformer-based encoder-decoder architectures for video analysis.

3. Exploration of humor understanding through GPT-3 and NLP techniques:
– Conducted detailed analysis of humor understanding using GPT-3 and Davinci models.
– Evaluated zero-shot and few-shot learning on the NY Caption Contest dataset.
– Developed expertise in NLP and machine learning techniques for analyzing complex language aspects like humor and idiomatic expressions.

4. Optimization of legacy applications and automation tasks at Honeywell:
– Optimized 10+ legacy applications for deployment on the Azure cloud platform, resulting in improved reliability and performance.
– Collaborated with developers to identify and resolve potential issues in the .NET (C#) codebase.
– Automated optimization tasks using Kubernetes, AWS EC2, and Python scripts, increasing system performance and reducing operational costs.

5. Development of algorithm for predicting necessary restocking in Warehouse Management Systems:
– Implemented AI and ML strategies in logistics at Ramco Systems.
– Developed an algorithm predicting necessary restocking using machine learning and historical order data, optimizing inventory management.
– Utilized image understanding for optimizing picking and put-away processes.

These accomplishments showcase my proficiency in artificial intelligence, machine learning, natural language processing, computer vision, and cloud computing, along with my ability to collaborate effectively and drive impactful projects.