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AI/ML Engineer

Hello World, I'm

Ayush Jha

Building the future with Generative AI, LLMs, and intelligent Multi-Agent Systems. 2+ years crafting scalable AI solutions on Azure & AWS.

0+ Certifications
0+ Years Exp
0 Awards

Turning Data into Intelligence

AI/ML Engineer & GenAI Specialist

I architect and deploy production-grade AI solutions that bridge the gap between cutting-edge research and real-world business impact.

My expertise spans the full AI lifecycle — from designing custom multi-agent systems and hybrid RAG pipelines to deploying scalable solutions on enterprise cloud platforms. I work with both in-house LLM deployments and hosted services including Azure OpenAI, AWS Bedrock, and Hugging Face endpoints.

As a Microsoft Certified DevOps Expert and Azure AI Engineer, I combine deep AI knowledge with robust engineering practices to deliver reliable, production-ready intelligent systems.

Custom Multi-Agent Bot Systems
Hybrid RAG Pipeline Architecture
Enterprise LLM Integration
Cloud-Native AI Deployment

2+ Years

AI/ML Development

7+

Industry Certifications

2

Company Awards

9.57

CGPA (Distinction)

Professional Journey

Jan 2023 - Present

Senior Software Engineer — AI/GenAI

Interra Information Technologies (India) Pvt. Ltd.

Kolkata, IN

  • Developed modular Generative AI framework using Python, LLMs, and Milvus vector database for processing structured and unstructured data with hybrid RAG pipelines
  • Built custom multi-agent bot system from scratch with real-time coordination, shared context management, and dynamic routing capabilities; also experienced with AutoGen framework
  • Implemented solutions using both in-house LLM deployments and hosted services including Azure OpenAI, AWS Bedrock, and Hugging Face endpoints
  • Created reusable ETL transformation framework with dynamic logic application, validation, and performance optimizations
  • Designed and deployed scalable AI solutions on AWS and Azure, improving data insights across diverse data types
  • Experience with Microsoft Copilot integration and Salesforce Agentforce Specialist workflows
  • Developed Power BI analytics dashboards, improving reporting efficiency by 25%
  • Implemented Azure DevOps CI/CD pipelines for streamlined deployment and testing
  • Developed full-stack web applications with React and Angular
Python LLMs Azure OpenAI AWS Bedrock RAG LangChain Multi-Agent React CI/CD
Apr 2022 - Sep 2022

Software Development Intern

Steel Authority of India Limited (SAIL)

Remote

  • Designed enterprise IT application using Oracle, .NET, and Flutter for Reverse Mentoring Model
  • Improved mentor-mentee matching efficiency by 40% through intelligent algorithms
  • Delivered high-quality application through systematic testing and debugging
Oracle .NET Flutter C#
Aug 2021 - Jul 2023

Microsoft Learn Student Ambassador Gold

Microsoft

Kolkata, IN

  • Led technical workshops on Azure cloud services and AI development
  • Collaborated with global tech community to promote skill development
Aug 2021 - Aug 2022

Founding President

Bytemonk — Technology Club

Kolkata, IN

  • Founded college's first Technology Club, establishing mentorship programs
  • Organized technical workshops fostering peer learning

AI & ML Expertise

Deep expertise across the modern AI stack — from foundational models to production deployment

Generative AI & LLMs

Expert in building production-grade GenAI applications using GPT-4, Claude, LLaMA, and custom fine-tuned models.

OpenAI APIAzure OpenAIAWS BedrockHugging FacePrompt Engineering

RAG Pipeline Architecture

Designing hybrid RAG systems with advanced retrieval strategies, re-ranking, and semantic search for enterprise data.

LangChainLlamaIndexMilvusChromaDBFAISS

Multi-Agent Systems

Building custom multi-agent architectures with real-time coordination, shared context, and dynamic task routing.

Custom AgentsAutoGenAgentforceCopilot StudioOrchestration

NLP & Transformers

Deep understanding of transformer architectures, attention mechanisms, tokenization, embeddings, and fine-tuning techniques.

TransformersBERTEmbeddingsTokenizationFine-tuning

Cloud AI & MLOps

End-to-end ML lifecycle management with cloud-native tools, CI/CD for AI models, and scalable inference endpoints.

Azure MLAWS SageMakerDockerAzure DevOpsCI/CD

Data Engineering & ETL

Building robust data pipelines, ETL frameworks, and vector store architectures for AI-powered data processing.

Python ETLVector StoresData PipelinesPower BIFabric

AI Projects & Solutions

Real-world AI solutions solving complex business challenges

Production

Custom Multi-Agent Bot System

Built from scratch — a multi-agent architecture with real-time coordination, shared context management, and dynamic routing. Handles complex enterprise workflows across domains.

PythonLLMsMulti-AgentDynamic RoutingAutoGen
Automated complex multi-step workflows with real-time agent coordination
Production

Hybrid RAG Pipeline Framework

Modular GenAI framework with Milvus vector database for processing structured and unstructured data. Implements hybrid retrieval with semantic + keyword search and intelligent re-ranking.

LangChainMilvusAzure OpenAIRAGEmbeddings
Enhanced data insights across diverse data types with high accuracy retrieval
Production

Reusable ETL Transformation Framework

Dynamic data transformation framework with configurable logic application, automated validation, and performance-optimized processing for enterprise-scale data pipelines.

PythonETLData PipelinesAutomation
Streamlined data transformations with reusable, configurable components
Production

AI-Powered Analytics Dashboard

Power BI dashboards integrated with AI insights for management and clients. Automated reporting with intelligent data visualization and predictive analytics capabilities.

Power BIAI InsightsAnalyticsAzure
Improved reporting efficiency by 25% with AI-driven insights

Technical Arsenal

Programming Languages

Python JavaScript C++ C Java C# HTML/CSS Bash PowerShell

Cloud & MLOps

Azure ML AWS Bedrock Docker Azure DevOps CI/CD Containers AWS Azure

Databases & Vector Stores

Milvus ChromaDB FAISS MySQL MongoDB Oracle SQLite

Frameworks & Libraries

React Next.js Angular ASP.NET Flask FastAPI Three.js

Tools & Platforms

Git Power BI Power Apps Power Automate VS Code Jupyter

Academic Background

B.Tech (Honours) in Computer Science Engineering

Government College of Engineering And Ceramic Technology

Kolkata, IN 2019 - 2023
CGPA: 9.57/10.0 (Distinction)

Higher Secondary Certificate (XII)

Army Public School Sukna

Darjeeling, IN 2018
Percentage: 81.8%

Certifications & Awards

Awards & Recognition

"Star Rookie of the Year 2024"

InterraIT

Recognized for exceptional contributions to AI projects and demonstrating outstanding technical skills and innovation in Generative AI solutions.

"Promising Junior Award Q4 2023"

InterraIT

Awarded for demonstrating exceptional technical leadership, innovative problem-solving, and significant contributions to team success.

Professional Certifications

Azure AI Engineer Associate

Microsoft

Verify

DevOps Engineer Expert

Microsoft

Verify

Agentforce Specialist

Salesforce

Verify

Power BI Data Analyst Associate

Microsoft

Verify

Azure Developer Associate

Microsoft

Verify

Fabric Analytics Engineer Associate

Microsoft

Verify

Foundation of Cloud IoT Edge ML

NPTEL

Verify

Let's Build Something Intelligent

Looking for an AI/ML specialist? I'm open to collaborations, consulting, and new opportunities in Generative AI.