Aman Khan

About Aman Khan

Empowering Innovation with AI on the Cloud I’m an AWS AI/ML Cloud enthusiast…

Experience

1. Aws Cloud Associate - Ai Ml

   Amazon Web Services (AWS)

   Oct 2024 — Present · Bengaluru, IN

   Specializing in Amazon Bedrock, empowering customers to build, evaluate, and deploy Generative AI applications using foundation models (FMs) from providers like Anthropic, Meta, Mistral, and Amazon.•Designed and implemented prompt orchestration, evaluation workflows, and context management systems for Bedrock-based LLM applications.•Built and automated inference pipelines integrating Bedrock APIs for use cases including chatbots, summarization tools, content generation, and document Q&A.•Developed and optimized Amazon Bedrock Knowledge Bases, configuring vector stores, embeddings, and retrieval mechanisms for contextually grounded model responses.•Integrated Knowledge Bases with Bedrock Agents to enable retrieval-augmented generation (RAG) and memory-based interactions.•Conducted LLM benchmarking and evaluation using Inference Profiles, analyzing performance metrics such as latency, accuracy, and cost efficiency.•Created Python and Boto3 automation scripts for model invocation, knowledge base ingestion, and evaluation tracking.•Supported customers in designing and deploying Bedrock Agents for multi-step reasoning, tool invocation, and API integrations with external systems.•Collaborated with AWS engineering teams to troubleshoot inference latency, token utilization, and embedding quality issues.•Partnered with Solution Architects and AI Specialists to design secure, scalable, and compliant Generative AI architectures across Bedrock and SageMaker.•Utilized Amazon CloudWatch and AWS X-Ray for monitoring, tracing, and optimizing inference performance.•Worked with Amazon SageMaker for fine-tuning, model training, and real-time endpoint deployment integrated with Bedrock for hybrid AI workloads.•Authored internal knowledge articles, best practice documents, and evaluation reports for Bedrock Agents and Knowledge Bases.•Provided technical expertise and root cause analysis for complex production issues, ensuring seamless service performance.

Education

• Somaiya Vidyavihar University

  Bachelors of Computer Science , Computer Science

• K J Somaiya Institute of Management

  Master of Computer Applications - MCA

• M.H. Saboo Siddik College Of Engineering

  Junior college , Computer Science