Rama Samy

Key Skills

Software

Google Cloud Vertex AI

Top Subject Matter

Generative AI

AWS / Google cloud Platform

Claude Cowork

Top Data Types

Text

Document

Top Task Types

Prompt + Response Writing (SFT)

Freelancer Overview

Freelance AI/Cloud Solution Architect – Generative AI and LLM Prompt Engineering. Brings 26+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Google Cloud Vertex AI, Internal, and Proprietary Tooling. Education includes Master of Business Administration, National Institute of Management, Pune (2002) and Bachelor of Science, BITS Pilani (2000). AI-training focus includes data types such as Text and labeling workflows including Prompt + Response Writing (SFT) and AI Training.

Labeling Experience

Freelance AI/Cloud Solution Architect – Generative AI and LLM Prompt Engineering

Google Cloud Vertex AITextPrompt Response Writing SFT

Designed and delivered Generative AI solutions for BFSI and public sector using platforms like Vertex AI, Bedrock, and OpenAI. Architected AI-driven document automation, chatbots, and CV screening, involving structured prompt and response creation for training large language models. Developed reusable AI agent frameworks leveraging LangChain and CrewAI to optimize deployment and model outputs. • Labeled and structured training data for task-specific LLM fine-tuning. • Created prompts and validation datasets for agent workflows and bot conversations. • Evaluated and refined LLM outputs through iterative prompt engineering and feedback. • Utilized Google Cloud Vertex AI, Amazon Bedrock, and proprietary frameworks for training data tasks.

Designed and delivered Generative AI solutions for BFSI and public sector using platforms like Vertex AI, Bedrock, and OpenAI. Architected AI-driven document automation, chatbots, and CV screening, involving structured prompt and response creation for training large language models. Developed reusable AI agent frameworks leveraging LangChain and CrewAI to optimize deployment and model outputs. • Labeled and structured training data for task-specific LLM fine-tuning. • Created prompts and validation datasets for agent workflows and bot conversations. • Evaluated and refined LLM outputs through iterative prompt engineering and feedback. • Utilized Google Cloud Vertex AI, Amazon Bedrock, and proprietary frameworks for training data tasks.

2022 - Present

GenAI and AI/ML Training Instructor (Workshops & Labs)

Text

Developed and delivered formal AI and ML training sessions, covering Generative AI, Vertex AI, AWS solutions, and LLM-driven development. Created educational materials and lab exercises for cloud/AI skill development and data labeling best practices. Mentored teams on the practical application of AI training workflows and ethical data handling. • Conducted hands-on workshops for GenAI, cloud AI, and MLOps topics. • Provided instruction on best practices for dataset curation and annotation tools. • Facilitated lab sessions to train users in prompt creation and annotation cycles. • Delivered customized training for client AI teams across various industries.

Developed and delivered formal AI and ML training sessions, covering Generative AI, Vertex AI, AWS solutions, and LLM-driven development. Created educational materials and lab exercises for cloud/AI skill development and data labeling best practices. Mentored teams on the practical application of AI training workflows and ethical data handling. • Conducted hands-on workshops for GenAI, cloud AI, and MLOps topics. • Provided instruction on best practices for dataset curation and annotation tools. • Facilitated lab sessions to train users in prompt creation and annotation cycles. • Delivered customized training for client AI teams across various industries.

2021 - Present

Education

Work History