Seasoned AWS Certified Machine Learning Architect & Digital Transformation Lead with 20+ years of IT experience Including leading and managing projects throughout the entire SDLC. Skilled in process improvement with expertise in machine learning, analyzing and altering processes to improve business models and enhance customer experience using innovative technology.
Proven success in global collaborations across the US, UK, and Middle East.
I've excelled in fine-tuning large language models, notably the facebook/opt-2.7b, Falcon-7B ( HuggingFace ), after comparing alternatives like T5, BERT, and GPT-2. This included optimizing GPT-2-XL under AWS SageMaker, showcasing my ability to adapt AI technologies for specific tasks.
I've also led groundbreaking NLP initiatives such as the Jarvis Project, integrating ASR whisper Model and OpenAI APIs for a seamless user experience.
Familiar with open-source frameworks like oobabooga/text-generation-webui, hh2o AI, AutoGPTQ, and Lora and Quantization frameworks. With my blend of experience, technical skills, and passion for AI, I am well-equipped to contribute significantly to any team.
Jarvis Project: Led the development of an AI voice assistant using ASR whisper Model for voice transcription, OpenAI APIs for chatbot functionality, and Silatro TTS for voice output. This project showcased my ability to integrate and fine-tune various ML models for a seamless user experience.
Invoice Processing System: Developed a computer vision system for extracting invoice details using models like Tesseract. Further enhanced the system by integrating NLP Spacy Transformer for entity detection, demonstrating my expertise in both computer vision and NLP.
Fine-tuning Falcon-7B: Worked on fine-tuning the Falcon-7B large language model for Q&A tasks, after comparing other alterative Models like T7, BERT, GPT-2 for same Task ( fine tuning GPT-2-XL under AWS SageMaker ). improving the efficiency and accuracy of information retrieval.
Integrated our Gateway solution with Cisco IP-PBX using Adaptors. Designed call flow and integration layer for BNP Bank Services for enhanced customer experience. Played a key role within client and stakeholder management and addressing their requirements.
AWS ML Cloud, Machine Learning, Generative Language Models, Fine Tuning LLMs ,Enterprise Architecture, Business Architecture, Data Analytics, Requirements Analysis, Micro Services, Micro Services, IT Project Management, Business Process Improvement
undefinedAWS ML Specialty
AWS ML Specialty
AWS Solutions Architect - Associate
Microsoft Azure AI Engineer
Serverless ML using Tensor flow on Google Cloud
TOGAF