Amaresh P.
Senior Engineering & Science Leader | Gen AI (Large scale ML Infra, Agents, RAG, Fine-Tuning) | Career Coach & Mentor | ex-AWS/Amazon/SageMaker
Updated 7 months ago
21+
Years Experience
13
Roles
26
Skills
3
Education
About
I’m an engineering executive with over 20 years of experience, including 12+ years leading high-performing, geographically diverse teams across the US, India, Poland, and beyond. My career has been defined by delivering scalable, secure, and reliable AI-enabled platforms (AI/ML Infra at scale) that transform industries—spanning legal tech, healthcare, and cloud solutions. Generative AI Expertise: Led development of generative AI solutions, leveraging GANs, diffusion models, and transformers to drive innovation in healthcare and cloud AI, delivering scalable, high-impact ML systems at AWS and GE Healthcare. Leadership of Cross-Functional Teams: Directed 50-person cross-functional teams at GE Healthcare and AWS, delivering complex, time-sensitive AI projects, fostering collaboration, and driving measurable outcomes in mission-critical environments with tight deadlines. Communication and Influence: Exceptional communicator with proven ability to influence stakeholders and drive alignment in matrixed organizations, securing buy-in for AI initiatives at AWS and GE Healthcare across diverse teams. Hands-On Generative Model Experience: Hands-on expertise in training, fine-tuning, and optimizing generative models, including CNNs and transformers, for image-based AI systems, enhancing performance in AWS Textract and GE Healthcare imaging pipelines. Model Optimization and Conversion: Proficient in optimizing and converting AI models across formats, streamlining inference for scalable deployment in AWS SageMaker and GE Healthcare, ensuring efficiency in resource-intensive AI applications.
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Experience (13 roles)
Senior Director of Software Engineering
CurrentSkills: People Management · Leadership · gen ai · Engineering Leadership · gen AI model optimization
3 roles · Dec 2018 - Jun 2024
Head of Engineering (Sagemaker canvas & Data Wrangler)
Worked as a Senior Engineering Manager (L7) at AWS SageMaker, • Built Generative AI based applications such as prompt engineering with foundation models, RAG-based solutions using AWS Kendra and OpenSearch to support Q&A on enterprise documents, along with fine-tuning of foundation models. ...
Head of Engineering (AWS Textract/Rekognition)
Leading the team of engineer & scientist to build the new AWS AI service under AWS-AI computer vision org which owns Amazon Rekognition (https://aws.amazon.com/rekognition/) and Amazon Textract (https://aws.amazon.com/textract/). Optimizing and converting AI models across formats, streamlining infer...
Software Development Manager, CTPS
Leading the team of engineer and scientist to build document extraction and validation platform at scale using state of art AI/DL models.
2 roles · May 2017 - Dec 2018
Engineering manager, Data Analytics & Visualization
My team was responsible in building the AI hub (https://www.artificiallawyer.com/2018/05/23/legal-data-collaboration-leader-highq-launches-ai-hub/), AI engine, AI enabled search and Data Visualization platform using state of art AI technologies at scale. In HighQ, I was responsible for creating the...
Artificial Intelligence & Machine Learning Architect
Leading the Machine Learning and Artificial Intelligence effort in HighQ. Architecting and Building the Machine Learning and Artificial Intelligence platform to solve the problem in the legal domain. Hired/Hiring some of the good data scientist as well as full stack product engineers in my AI team.
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Education (3)
Motivational Pathway
Grade: 76.48
Caltech
Grade: 88
Indian Institute Of Information Technology Allahabad
Grade: 9.46
Skills (26)
Certifications (7)▼
Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization
Coursera
Neural Networks and Deep Learning
Coursera
Optimizing Diversity on Teams
Coursera
Creating a Team Culture of Continuous Learning
Coursera
Building High-Performing Teams
Coursera
Structuring Machine Learning Projects
Coursera
The Power of Team culture
Coursera
Publications (7)▼
Legal Clause Extraction From Contract Using Machine Learning with Heuristics Improvement
IEEE · Jul 1, 2019
Single Document Text Summarization Using Statistical Heuristics
IEEE Conference at ICMLC, 2011 Singapore · Feb 28, 2011
Evaluating Effect of Stemming and Stop word Removal on Hindi Text Retrieval
Springer · Jan 20, 2009
Location Identification, Extraction and Disambiguation using Machine Learning in Legal Contracts
IEEE · Jul 1, 2019
Comparison of a back-propagation and recurrent network based algorithm for Text categorization
National Conference on Emerging Technologies, NCET-08 · Mar 29, 2008
An unsupervised Hindi stemmer with heuristic improvements
ACM International Conference Proceeding Series, 2008 · Jul 25, 2008
Text retrieval for Indian Languages: Hindi Text retrieval
High Performance Computing & Applications, HPCA 2008 · Feb 25, 2008
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