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amirthaganeshp/README.md

Hi, I'm Amirtha Ganesh Pugazhendhi 👋

Data Science · ML Ops · Agentic AI Engineering · Atlanta, GA

Seasoned data scientist with 9+ years in statistical modeling, machine learning and analytics, now moving into ML Ops and agentic AI engineering. I build ML models, production data pipelines and AI agents on Google Cloud (Vertex AI, BigQuery, ADK), and design hands-on cloud and ML certification training.

🌐 Portfolio: amirthaganeshp.github.io  ·  💼 LinkedIn: in/amirthaganeshp


Certifications

Professional Machine Learning Engineer Professional Data Engineer Associate Cloud Engineer

Google Cloud Professional ML Engineer · Professional Data Engineer · Associate Cloud Engineer · Google AI Professional Certificate (Coursera)

Featured repositories

  • gcp-ml-hands-on — ML end to end: seeded CPU examples, one CNN in TensorFlow, PyTorch and JAX, Vertex AI training and KFP v2 pipelines
  • gcp-pde-hands-on — Professional Data Engineer labs: BigQuery, Beam/Dataflow, Pub/Sub, Spark, orchestration, run locally with emulators
  • gcp-ace-hands-on — Associate Cloud Engineer labs with CI and a real kind Kubernetes cluster
  • gcp_ace — interactive ACE study app (live demo)

What I work with

Area Tools
Agentic AI Claude Code (MCP), Google ADK & Agent Platform, Gemini Enterprise, Google Antigravity
ML Ops & Cloud Vertex AI (training, pipelines, endpoints), Kubeflow, BigQuery ML, Dataform, Docker, Git
Data Science Statistical modeling, forecasting, supervised/unsupervised ML, TensorFlow, PyTorch, JAX
Languages & BI Python, SQL, R, Scala, Julia, C · Tableau, Power BI, Plotly

Education: Georgia Tech, MS Analytics · MS Industrial Engineering · Management of Technology Certificate · Anna University (CEG), BE Industrial Engineering

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  1. gcp-ml-hands-on gcp-ml-hands-on Public

    Machine learning end to end: runnable, seeded CPU examples from a NumPy perceptron to transformers, one CNN in TensorFlow, PyTorch and JAX, Vertex AI training and KFP v2 pipelines

    Python

  2. gcp-pde-hands-on gcp-pde-hands-on Public

    Hands-on Google Cloud Professional Data Engineer labs: BigQuery, Dataflow/Beam, Pub/Sub, Spark, Dataform, orchestration and storage decisions, runnable locally with emulators

    Python

  3. gcp-ace-hands-on gcp-ace-hands-on Public

    Hands-on Google Cloud Associate Cloud Engineer labs: runnable, credential-free Python with CI and a real kind Kubernetes cluster

    Python 1

  4. gcp_ace gcp_ace Public

    Interactive Google Cloud Associate Cloud Engineer study app: syllabus explorer, service catalog, decision wizard, CLI cheat sheet and scenario quiz

    JavaScript 1