With over a decade of experience in Machine Learning and Data Science, I lead cutting-edge initiatives at AWS, driving innovation and delivering impactful solutions for global enterprises. My expertise spans Advanced Machine Learning, Deep Learning, Computer Vision, NLP, and Generative AI, with a proven track record of translating complex scientific concepts into scalable, business-critical applications. As an Applied Science Manager at AWS, I spearhead a team of data scientists, applied scientists, and ML engineers, focusing on developing state-of-the-art GenAI and ML solutions for AWS customers. My role involves: • Defining scientific roadmaps and guiding cross-functional teams to execute AWS-powered solutions • Tackling intricate open-research problems and fostering scientific excellence within the organization • Mentoring and developing top-tier scientific talent, setting standards for technical leadership Leading ML initiatives at Amazon, AWS, Freshworks, and Cisco, I built production-scale systems across security, efficiency, and customer experience domains. My technical implementations include threat detection systems, multi stage contrastive learning systems , last-mile optimisation algorithms, address parsing and normalisation engines, recommender systems, content moderation platforms, and cloud assistant agents. These projects combined NLP and computer vision techniques to solve complex operational challenges. Results include multiple awarded patents, conference publications, and measured improvements in accuracy and efficiency across critical production systems. I'm passionate about staying at the forefront of ML and AI advancements. My research interests include Large Language Models, Generative AI, and Transformer architectures, always with an eye on practical applications that drive business value. Specialties: • Advanced Machine Learning & Deep Learning • Computer Vision & NLP • Generative AI & Large Language Models • Scientific Research & Experimental Development • Engineering Management & Team Leadership • Cloud Computing & Scalable ML Systems