Available for New Opportunities

Iswarya
Malayamaan

AI Architect

Building scalable, production-ready AI solutions end-to-end β€” from LLM applications and multi-agent systems to data platforms and intelligent workflows that deliver measurable business impact.

⭐ GenAIπŸ€– LLMsπŸ”· RAG⭐ LangChainπŸ€– LangGraphπŸ”· Python⭐ AWSπŸ”· GCPπŸ€– NLP⭐ MLOpsπŸ€– AI AgentsπŸ”· Docker
Email
iswarya.abinayam@gmail.com
LinkedIn
iswarya-malayamaan-13362a125
GitHub
github.com/IshuDhana
πŸ“
Location
Germany πŸ‡©πŸ‡ͺ

About Me

IM
πŸš€
Results-Driven AI Professional

I am a results-driven AI and Cloud professional with a strong track record of designing, building, and scaling intelligent systems that deliver measurable business value. I specialize in transforming complex data into actionable insights and production-ready solutions.

πŸ”§
End-to-End AI Lifecycle

My expertise spans end-to-end AI lifecycle development β€” from data engineering and model design to deployment and optimization within cloud-native environments. I enable organizations to move from experimentation to robust, enterprise-grade AI solutions.

🎯
Strategic Technical Mindset

What differentiates me is not only technical depth but also a strategic mindset. I approach every project with a focus on impact, efficiency, and innovation β€” aligning technology with business goals and driving continuous improvement.

🀝
Proactive & Collaborative

I am known for being proactive, detail-oriented, and highly adaptable. Whether collaborating with cross-functional stakeholders or leading technical initiatives, I communicate clearly and execute with precision to deliver scalable, sustainable solutions.

5+
Years in Tech
6+
AI Projects
12+
Certifications
3
Languages

Technical Toolkit

Core Skills

Full-stack AI Architecting from data ingestion to production deployment.

πŸ€– AI / LLM
LangGraphLangChainLangSmithLangFuseLLM fine-tuningRAGPrompt EngineeringmcpPineconeHuggingFaceOpenAI APIOpenAI APIClaude APIAnthropic
πŸ’» ML / Data
PandasNumPyScikit-learnTensorFlowPyTorchMLflowMLOpsNLP
☁️ Cloud
AWSAzureGCPBigQuery
πŸ› οΈ DevOps
GitHub Actions,DockerKubernetesCI/CD
πŸ’» Backend / APIs
PythonFastAPIREST APISQLPostgreSQLNeo4jPowerShellBash
πŸ”Œ Frontend
FastAPITypeScriptReactJavaScript
πŸ”Œ Dev Tools
VS Coden8nZapierAirflowJiraCopilot StudioSlackJupyterColab
πŸ“Š Visualization
Power BITableauLooker

Portfolio

Featured Projects

Real-world AI systems designed, built, and deployed from scratch.

AI Agents Β· QA Β· LLM

QA Intelligence β€” AI-Powered Testing Co-Pilot

Built a production-ready AI testing assistant with a 5-tool pipeline that autonomously generates comprehensive test cases, performs root cause bug analysis, and produces structured QA plans via Claude Sonnet. Implemented a secure FastAPI backend proxy with encrypted API key management, deployed on Railway with a multi-page interactive frontend serving Test Generator, Bug Analyzer, QA Planner, Onboarding Assistant, and Analytics modules. Integrated CI/CD hooks for GitHub, AWS DevOps, and Jenkins with auto-deploy on every commit.

Claude SonnetFastAPIAnthropic APIPythonRailwayGitHub Actions
AI Agents Β· Compensation Β· LLM

CompIQ β€” AI Compensation Intelligence Platform

Built a full-stack AI compensation analytics platform with a 7-module architecture covering market benchmarking against P25–P90 percentiles, gender pay gap analysis with statistical significance testing, merit matrix simulation, STI payout modelling, and promotion cost planning across 500 synthetic employees in 5 countries, powered by a GPT-4o AI Agent with function calling for natural-language querying of live compensation data.

GPT-4oStreamlitOpenAI Function CallingPythonPandasSciPyPlotly
Multi-Agent Β· Travel Β· LLM

AI-Powered Travel Operations Command Centre

Built a production-ready 4-agent AI pipeline that classifies client inquiries, performs real-time web research, generates personalised multi-language replies via Claude Opus, and autonomously routes outputs to Slack with PDF proposals. Integrated Zapier automation for 24/7 email processing, deployed on Railway with a live analytics dashboard tracking ROI across 7 languages.

Claude OpusFastAPITavily APIZapierSlackPostgreSQLReportLabPythonRailway
RAG Β· Agents Β· LLM

CompTIA Security+ AI Tutor Chatbot

Built a RAG-based AI exam tutor using LangChain and OpenAI GPT-4 with Pinecone for semantic search. Multi-source ingestion (YouTube + PDFs), custom mock exam & grading tools, deployed on Hugging Face Spaces. Evaluated via LangSmith.

LangChainOpenAI GPT-4PineconeGradioHuggingFacePython
View on GitHub β†’
Deep Learning Β· CV

CNN-Based Image Classification (CIFAR-10)

Designed, trained, and deployed a CNN achieving ~90% validation accuracy on CIFAR-10. Applied data augmentation, precision-recall evaluation, confusion matrices, and iterative hyperparameter tuning.

TensorFlowKerasscikit-learnPythonData Augmentation
View on GitHub β†’
Cloud Β· DevOps

AWS CI/CD Pipeline with EBS & Node.js

Implemented a robust CI/CD pipeline using AWS CodeCommit, CodeBuild, and CodeDeploy. Deployed Node.js on EC2 via Elastic Beanstalk with automated build, test, and deployment workflows.

AWS CodePipelineElastic BeanstalkNode.jsEC2CI/CD
View on GitHub β†’
Cloud Β· Python

Cloud Services Development with Boto3

Designed and automated AWS infrastructure using Python and Boto3 SDK. Implemented DevOps practices for provisioning, monitoring, and scaling cloud resources with CI/CD workflows for infrastructure as code.

PythonBoto3AWSDevOpsIaC
View on GitHub β†’
NLP Β· Big Data

Sentiment Analysis on Big Data in Cloud

Collected social media data via cloud computing infrastructure, analyzed big data, and extracted sentiment insights from posts. Early project bridging cloud data engineering with NLP analysis.

PythonCloud ComputingNLPBig Data

Career

Experience

From cloud operations and data engineering to AI systems engineering.

Mar 2026
Present

AI Architect

Hundred Miles Contract Β· Remote Β· Germany
  • End-to-end design and development of an AI SaaS platform for business transformation consulting, leveraging multi-agent architecture with LangGraph, FastAPI, Neo4j, and PostgreSQL.
  • Development and evaluation of LLM pipelines including prompt engineering, cost tracing, and response quality monitoring using LangFuse across Claude and OpenAI models.
  • Implementation of semantic knowledge retrieval via Pinecone vector search within RAG pipelines; migration scoped to Neo4j-native embeddings for graph-aligned retrieval.
  • Setup of audit trail, billing module, framework depth-gating, and CI/CD pipeline governance with green-gate enforcement via GitHub Actions.
Jan 2026
Apr 2026

Teaching Assistant – AI Consulting & Integration Bootcamp

Ironhack Freelance Β· Remote Β· Germany
  • Supported professionals in understanding AI automation, Agentic AI Generative AI, and agentic systems, AI workflows, AI product developement, Transformer-based models.
  • Guided learners in building automation pipeline systems using AI Content creation RAG, LLMpowered, Zapier, n8n, APIs, data pipeline and automation gerneration tools for real-world users.
  • Strengthened & coaching participants’ coding discipline, problem-solving mindset, debugging skills, AI Research, AI Ethics and AI Governance practices for AI-powered applications.
Oct 2025
Dec 2025

AI Architecting Intensive Course

Ironhack Full-time Β· Germany
  • Completed an industry-focused program covering AI, Machine Learning, NLP, MLFlow, MLOps.
  • Built LLM/RAG solutions, ML frameworks, intelligent APIs, and automated pipelines with strong focus on orchestration, deployments using HuggingFace, developing Transformer architecture.
Mar 2023
Jun 2024

German Integration Course

Hamburger Volkshochschule Full-time Β· Hamburg, Germany
  • Successfully completed B1 Level German Language Certification, strengthening communication and cultural fluency for the DACH professional environment.
  • Enrolled in Germany's Integration Course to build cross-cultural collaboration skills essential for working in multinational teams.
Jan 2021
Mar 2021

Senior Process Associate

Accenture Full-time Β· India
  • Designed and deployed secure AI chatbots using OpenAI, TensorFlow and BigQuery on GCP.
  • Improved deployment of ETL/ELT process data extration and data flow through workflow automation tool for DevOps CI/CD tasks, debugging, and reporting in SAP tool
  • Developed manufacturing, product purchasing and deliver service-oriented operations to clients.
May 2019
Dec 2020

Transaction Process Analyst

Accenture Full-time Β· India
  • Automated manual operational tasks with Python scripts, reducing processing time by 20%
  • Supported cross-functional teams in change management, testing, and secure deployments in jira.
  • Facilitated cross-functional DevSecOps collaboration; managed projects using Jira, Confluence, and Bitbucket.
  • Tracked KPIs, resolved database connectivity issues, and delivered end-to-end project lifecycle management.
  • Strengthened a strong problem-solving mindset on data orchestration of CRM through operational support, documentation, workflow improvements, and technical troubleshooting in Jira, Grafana
Jun 2018
May 2019

HR Generalist

Genius Consultants Limited Full-time Β· India
  • Managed end-to-end HR operations, client coordination, and Agile project delivery.
  • Applied hypothesis testing and KPI metrics to maintain project quality standards and data-driven reporting.
Jan 2015
May 2015

Intern – Android Mobile App Development

HCL Career Development Center Internship Β· India
  • Developed a secure, scalable Android mobile application using Python enabling end-to-end encrypted SMS communication to ensure user data privacy.
  • Engineered a robust messaging solution with strong encryption protocols supporting secure real-time communication across diverse network environments.
  • Designed and implemented a cross-platform Virtual Machine (VM) framework for seamless access and consistent performance across device types and operating systems.
  • Gained hands-on experience in mobile app architecture, encryption techniques, cross-platform deployment, and performance optimization.

Academic Background

Education

2016 – 2018
Master of Business Administration (MBA)
Sastra University Β· India
2012 – 2016
B.E. Computer Science Engineering
TRP Engineering College Β· India
Mar 2023 – Jun 2024
German B1 Language Certification
Hamburger Volkshochschule Β· Hamburg, Germany

Credentials

Licenses & Certifications

Verified expertise across AI, cloud platforms, and data engineering.

πŸ€–
AI Architecting Certification
Ironhack
Dec 2025
πŸ€–
Ultimate AWS Certified AI Practitioner (AIF)
Udemy
Jun 2025
🧠
Introduction to Generative AI
Google Cloud Skills Boost
May 2025
πŸ”·
Prompt Design in Vertex AI
Google Cloud Skills Boost
May 2025
🌐
Introduction to Large Language Models
Google Cloud Skills Boost
May 2025
βš–οΈ
Introduction to Responsible AI
Google Cloud Skills Boost
May 2025
πŸ”΅
Microsoft Certified: Azure Fundamentals (AZ-900)
Udemy / Microsoft
May 2025
πŸ‡©πŸ‡ͺ
Zertifikat Deutsch / telc Deutsch B1
Federal Office for Migration and Refugees
Apr 2024
☁️
AWS Certified Solutions Architect – Associate
Amazon Web Services (AWS)
Mar 2024 Β· Expires Mar 2027
🐍
PythonX Certification
CareerLift Online Classes
Feb 2023

Let's Talk

Get in Touch

Ready to build something intelligent?

Whether it's a multi-agent AI system, a RAG pipeline, or a production-ready LLM product β€” I'd love to help bring your vision to life. Let's connect.