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Google Cloud Certified PMLE

Bethanasamy Rajamani PMP®

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AI Architect with over 16 years of experience bridging the gap between high-level strategy and production-grade execution. Certified Google Cloud Professional ML Engineer, Generative AI Leader and Project Management Professional (PMP®), specializing in building enterprise AI through **Agentic Systems**, **Generative AI**, and **MLOps** across diverse industries including BFSI, Manufacturing, Retail and Energy.

16+ Years Experience PMP® Certified LSS Master Black Belt SAFe® Agilist GCP Certified PMLE Generative AI Leader
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AI OPS PEX GCP
Executive Summary

Pillars of Strategic Leadership

Combining 16+ years of process rigour, Google Certified PMLE engineering, and Generative AI leadership to scale autonomous agentic systems across global enterprises.

Forward Deployed AI & Agentic Orchestration

Designing and deploying autonomous multi-agent frameworks, Agent Development Kit (ADK) pipelines, and LangGraph architectures that reason, act, and dynamically optimize.

  • Multi-Agentic Workflows (LangGraph,Google ADK, CrewAI)
  • Advanced RAG (Enterprise Knowledge Hub)
  • Conversation Agentic Intelligence
  • Google Gemini Enterprise Agent Platform

MLOps & Enterprise Infrastructure

Architecting secure, scalable, and highly observable machine learning lifecycles on Google Cloud (Vertex AI, BigQuery) and AWS (SageMaker, ECS).

  • End-to-End MLOps Pipelines (Vertex AI, SageMaker)
  • AI Observability (Arize Phoenix, MLflow)
  • Containerization & Scaling (Docker, Kubernetes)
  • Serverless Deployments (Cloud Run, Lambda, GKE)

Process Excellence & Continuous Improvement

Leveraging Lean Six Sigma Master Black Belt rigour and SAFe Agilist principles to engineer massive efficiency, impacting thousands of global FTEs.

  • Lean Six Sigma Master Black Belt & DEX Leadership
  • Enterprise RPA Scale (UiPath, Automation Anywhere)
  • Quality Management Systems Audit (ISO 9001 / 13485)
  • Agile SAFe Framework
AI Portfolio

Key AI & ML Innovations

Conversational Agentic Intelligence
Enterprise Ecosystem

Agentic Intelligence Hub

Forecasting & Anomaly Detection Ecosystem

Leverages the Google Cloud AI Ecosystem to build an autonomous agentic hub capable of predictive analytics and proactive system health monitoring. Integrates advanced time-series foundation models with AgentOps frameworks for natural language accessibility.

Gemini (Vertex AI) TimesFM BigQuery/BigqueryML Google ADK Conversational Analytics API MLflow Cloud Monitoring Cloud Build Cloud Run
MLops - AI Forecasting
Ecosystem Platform

AI Time Series Forecasting

Foundation Models Orchestration

High-performance forecasting pipelines using state-of-the-art Time Series Foundation Models. Orchestrates a diverse library of models to provide robust predictive capabilities across various temporal scales, moving from experimental modeling to production-grade containerized environments.

TimesFM TOTO TimeMoE N-HiTS Darts Framework Hugging Face Hub Docker Kubernetes MLflow PostgreSQL
Generative AI - RAG
PoV / PoC

High-Fidelity RAG Development

Low-Latency Intelligent Retrieval

Designed end-to-end RAG pipelines using Langchain and FAISS / ChromaDB, leveraging Llama / Gemma via Ollama / Groq for low-latency serving, with custom Streamlit interfaces and MLflow for experiment tracking.

LangChain FAISS ChromaDB Ollama Groq Streamlit MLflow
Vectorless RAG
PoV / PoC

Precision Vectorless RAG

Hierarchical Reasoning Pipeline

Implemented the PageIndex Framework to move beyond semantic similarity, utilizing Gemma / Llama to reason over document hierarchies for high-accuracy enterprise information retrieval.

PageIndex Framework Gemma Llama MLflow Hierarchical Reasoning
Prompt Optimization
PoV / PoC

Automated Prompt Optimization (APO)

Genetic-Pareto Evolution Framework

Architected systematic prompt evolution using the GEPA (Genetic-Pareto) framework orchestrated via the Google Agent Development Kit (ADK) to maximize system performance while reducing latency and cost.

GEPA Framework Google ADK Prompt Engineering Cost Optimization
Competitor News Tracking - Agentic AI
PoV / PoC

Multi-Agentic News Tracking

Observability & Governance Pipeline

Architecting autonomous agent workflows using Langgraph and Open-Source Foundation Models to track competitor news, integrated with Arize Phoenix for advanced observability and governance.

Langgraph Arize Phoenix Competitor Intelligence Agent Observability
Competencies Matrix

Technical & Leadership Skills

Forward Deployed Agentic AI

Agentic Workflows & Multi-Agent Systems (LangGraph, CrewAI) 95%
Google Agent Development Kit (ADK) & Agent Matrix 92%
Generative AI LLMs (Gemini, LLaMA, DeepSeek) & Fine-tuning 94%
RAG (Retrieval-Augmented Gen) & Vectorless RAG (PageIndex) 93%
Time Series Forecasting Foundation Models (TimesFM, TiReX, etc.) 90%

MLOps, DevOps & Cloud Systems

Google Cloud AI Platform (Vertex AI, Gemini API, BigQuery) 95%
AWS ML Services (SageMaker, Lambda, ECS, Glue) 88%
Containerization & Orchestration (Docker, Kubernetes) 90%
AI Observability & Tracking (Arize Phoenix, MLflow) 93%
CI/CD Platforms & Container registries (Cloud Build, Artifact Registry) 87%

Process Excellence & Agile Leadership

Lean Six Sigma Master Black Belt (DMAIC, Kaizen, Statistical Analysis) 98%
PMP® Project & Program Management Rigor 95%
SAFe® Agile Transformation & Delivery Excellence 92%
Quality Auditing & Regulatory Standards (ISO 9001, ISO 13485) 88%
COPC Program Management Framework 85%

Intelligent Automation & Key Frameworks

RPA Platforms (UiPath, Automation Anywhere) 94%
Data Analytics & Languages (Python, PySpark, SQL) 92%
Deep Learning Frameworks (TensorFlow, PyTorch) 88%
Enterprise Tools (JIRA, Azure DevOps, Streamlit, Tableau) 90%
Career History

Professional Journey

Leading-edge strategic assignments at the intersection of AI, big data, and operational excellence.

Nov 2025 – Present

AI Architect (AI & Service Transformation CoE)

Tata Consultancy Services (TCS)

  • Strategic AI Leadership: Leading the development of Agentic AI frameworks and multi-agent systems within the enterprise AI CoE.
  • MLOps & AgentOps Engineering: Architecting end-to-end production pipelines using GCP (Vertex AI, Gemini, BigQuery, etc.) for BFSI, Manufacturing, and Retail sectors.
  • Observability & Reliability: Enhancing AI performance by integrating Arize Phoenix, MLflow, and open-source ecosystems.
  • Solution Architecture: Designing scalable hybrid AI architectures for high-value RFPs, blending Google Cloud and open-source tech.
  • Enterprise Programs: Driving the Gemini Enterprise SAGE and Agent Matrix programs in collaboration with Google Partner Management.
Jul 2024 – Nov 2025

Data Science Lead (Global Marketing Intelligence)

EBM PAPST India

  • GenAI & LLM Orchestration: Engineered modular AI workflows using LangGraph, CrewAI, and LangChain; managed LLMs (LLaMA, Gemini, DeepSeek) via HuggingFace Enterprise Hub, Ollama and Groq.
  • Production ML Workflows: Deployed scalable ML solutions using Docker, MLflow, and AWS (SageMaker, Lambda, ECS, Glue).
  • Advanced RAG & Fine-tuning: Leveraged Hugging Face Enterprise Hub for secure model hosting, versioning, and fine-tuning.
  • Team Leadership: Managed a multidisciplinary team of Data Scientists and Engineers to deliver production-grade AI pipelines.
Sep 2021 – Jun 2024

Independent Consultant (Freelance)

Algostats Consulting Services

  • Product Prototyping: Prototyped and deployed AI/ML products for HR, Finance, and Healthcare using Python and AWS (SageMaker, EC2, S3, Lambda, CloudWatch).
  • Process Transformation: Redesigned business processes using Lean Six Sigma and Agile methodologies to drive operational efficiency.
Nov 2019 – Nov 2020

Lead Data Scientist (Global Service Analytics)

Vestas Wind Technology

  • Predictive Maintenance: Led the turbine monitoring (VTM) development team, deploying ML models for performance optimization.
  • Tech Stack: Developed scalable data pipelines using PySpark, TensorFlow, and AWS (EC2, CloudWatch, Lambda).
Sep 2018 – Oct 2019

Manager – RPA & Automation

Renault-Nissan (RNTBCI)

  • Enterprise Automation: Spearheaded AI-driven automation impacting 800+ FTEs, utilizing Computer Vision and NLP for supplier management.
  • Continuous Improvement: Mentored Green/Black Belts to deliver measurable gains in quality and efficiency.
Nov 2017 – Sep 2018

Manager – DEX / Transformation

Capgemini

  • Agile Transformation: Led enterprise transformation for global accounts (1,000+ FTEs) using UiPath, JIRA, and Six Sigma Delivery Excellence Tools & Frameworks.
2008 – 2017

Earlier Professional History

Click to Expand Milestones

02/2016 – 11/2017
Senior Manager – CI/PEX | Groupon

Streamlined global customer service processes via AI/ML and RPA integration.

05/2013 – 02/2016
Lean Six Sigma Black Belt | Renault-Nissan

Facilitated full-lifecycle Kaizen and statistical ML projects.

05/2012 – 05/2013
QA Lead | IBM

Led cloud service delivery quality and ITIL framework alignment.

06/2011 – 05/2012
Business Operations Analyst | HP

Acted as BA SPOC for supply chain management software development.

01/2008 – 05/2011
Sr. Quality Engineer | SFO Technologies Private Limited

QMS (Process & Customer Quality In-Charge) in GE Healthcare & Energy Manufacturing HLA services.

Endorsements

Education & Credentials

AI Practitioner - PMP, Google Cloud Certified Professional ML Engineer, Google Cloud Certified Generative AI Leader Banner

Academic Background

2026

Post Graduate Program in AI & ML

Great Lakes Institute of Management, Chennai, India
2019

Post Graduate Program in Business Analytics & Business Intelligence

Great Lakes Institute of Management, Chennai, India
2007

Bachelor of Engineering (B.E.) in Electronics & Instrumentation

KLN College of Engineering, Madurai, India

Professional Credentials

Professional ML Engineer Google Cloud Certified
Generative AI Leader Google Cloud Ecosystem
Google AI Ambassador SAGE & Agent Matrix
AWS Machine Learning & AI Amazon Web Services
PMP® Certified Project Management Institute
LSS Master Black Belt Professional Council
Process Excellence LSSBB IBM Certified
SAFe® Agilist Scaled Agile Academy
Advanced RPA Professional UiPath & Automation Anywhere
COPC Program Manager COPC Certification
QMS Internal Auditor ISO 9001 & 13485 (GE)
Global Delivery Framework IBM Certified (GDF)
Let's Collaborate

Get in Touch

Have an upcoming Agentic AI rollout, enterprise MLOps challenge, or strategic process transformation?

Contact Details

Reach out directly for consulting projects, strategic leadership assignments, or technology partnerships.

Location

Chennai, Tamil Nadu, India

Email

bethana1986@gmail.com

Alumni Network

Great Lakes Institute of Management

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