Ronak
Kataria
Transforming Ideas into Intelligent Reality
AI Architect crafting production-grade AI solutions with 8+ years of expertise in Agentic AI, LLMOps, and MLOps. Architecting scalable systems across AWS, Azure, GCP, Databricks & Snowflake— delivering transformative outcomes through innovation and technical excellence.
By The Numbers
Measurable impact driving innovation and business growth
Years of Experience
Building AI/ML solutions
AI Interventions Delivered
Across automotive verticals
Team Members Led
Fostering collaboration
Productivity Boost
With RAG-based tools
Revenue Growth Impact
From AI features (2021 Q4)
Awards Received
Professional recognition
The Complete Stack
An interconnected ecosystem of AI, Cloud, Data, and DevOps technologies working in harmony
AI/ML Core
- Agentic AI & Multi-Agent Systems
- LLM Fine-tuning & RAG
- Computer Vision & NLP
- Neural Networks & Deep Learning
Multi-Cloud
- Multi-Cloud Architecture Design
- Serverless & Microservices
- Cloud Cost Optimization
- Security & Compliance
Data Engineering
- Data Lakehouse Architecture
- Real-time Data Pipelines
- ETL/ELT Workflows
- Data Governance & Quality
DevOps & MLOps
- CI/CD Pipeline Automation
- Container Orchestration
- Infrastructure as Code
- Model Deployment & Monitoring
AI/ML Core
- Agentic AI & Multi-Agent Systems
- LLM Fine-tuning & RAG
- Computer Vision & NLP
- Neural Networks & Deep Learning
Multi-Cloud
- Multi-Cloud Architecture Design
- Serverless & Microservices
- Cloud Cost Optimization
- Security & Compliance
Data Engineering
- Data Lakehouse Architecture
- Real-time Data Pipelines
- ETL/ELT Workflows
- Data Governance & Quality
DevOps & MLOps
- CI/CD Pipeline Automation
- Container Orchestration
- Infrastructure as Code
- Model Deployment & Monitoring
Multi-Cloud Mastery
AWS
Azure
GCP
Experience & Achievements
8+ years of driving innovation across AI, ML, and cloud engineering
Senior Technical Lead – AI Engineering
- Led architecture of enterprise-grade RAG-based productivity tools with LangChain and LLMs (GPT, LLaMA, Qwen, Claude), boosting productivity by 40%
- Designed and developed LLMOps accelerator platform for orchestration, fine-tuning, and deployment of LLMs
- Delivered 30+ Agentic AI interventions across automotive verticals, analyzing workflows and designing AI solutions
- Led and mentored team of 12 engineers, fostering collaboration and delivery excellence
Data Scientist
- Built multi-cloud MLOps accelerator supporting AWS, Azure, GCP, and Databricks
- Company-wide recognition for most viewed blog in 2023 Q4 on LLM Operationalization
- Architected scalable Generative AI based LLMOps platform for RAGs and LangChain pipelines
- Developed RNN-based ML algorithms for sales forecasting with MLOps pipelines on AWS and Snowflake
- Pat On The Back Award for innovative thinking
Software Engineer
- Architected highly secure and scalable CRM application for UK Fortune 500 clients
- Built fully serverless solutions integrating 20+ AWS Services with CloudFormation automation
- Developed ML features: Conversational AI, Task Dispatcher, NLP Sentiment Analysis
- AI-based features accelerated product revenue growth by 37% in 2021 Q4
Cloud and Machine Learning Engineer
- Developed end-to-end CI/CD pipelines and ML-based object detection and tracking
- Built OTA Portal and Data Science Dashboard with full-stack AWS integration
- Emerging Star Award (Jan'20) and Pat On The Back Award twice (Dec'19, Sept'20)
Machine Learning Engineer
- Designed and optimized custom Neural Networks using TensorFlow, Keras and TFLite
- Developed Alexa skill sets and voice-enabled applications
- Managed CI/CD pipelines and AWS infrastructure with CloudFront and Terraform
Professional Certifications
Bachelor of Technology
Electronics and Communications Engineering
Charotar University of Science and Technology
Awards & Achievements
Recognized for innovation, excellence, and impactful contributions across organizations
Emerging Star Award
Recognized for exceptional performance and innovative contributions to ML and cloud engineering projects.
Pat On The Back Award
First recognition for outstanding dedication and technical excellence in delivering critical projects.
Pat On The Back Award
Second recognition for consistent high performance and team collaboration.
Pat On The Back Award
Recognized for innovative thinking in LLMOps and Generative AI solutions.
Most Viewed Blog - Q4 2023
Company-wide recognition for the most viewed technical blog on LLM Operationalization using Snowflake and AWS SageMaker.
Featured Projects
Agentic AI, LLMs & Multi-Cloud solutions pushing technological boundaries
Voice-Enabled Real-Time Interactive RAG Application
Voice-enabled real-time interactive application using Retrieval-Augmented Generation (RAG) with LangChain, OpenAI Whisper, TTS-1 and GPT-4 APIs. Deployed RAG pipeline with parallel processing on AWS Lambda for optimized latency.
Enterprise LLMOps Accelerator Platform
Designed and developed enterprise-grade LLMOps platform enabling smooth orchestration, fine-tuning, and deployment of LLMs. Supports GPT, LLaMA, Qwen, Claude Sonnet with multi-agent architectures and diverse embedding models.
Multi-Cloud MLOps Accelerator
Architected and developed multi-cloud MLOps accelerator supporting AWS, Azure, GCP, and Databricks. Featured in company-wide recognition for most viewed blog on LLM Operationalization using Snowflake and AWS SageMaker.
IoT Device Management & Data Science Dashboard
One-Stop Data Science dashboard for managing and visualizing end-user HVAC and Water Heater devices. Full DevOps and Cloud workflow with ETL services, device-to-cloud communication, and big-data analytics using Apache Airflow and PySpark.
Scalable CRM with Conversational AI
Highly secure and scalable CRM application for UK Fortune 500 clients. Built fully serverless solutions integrating 20+ AWS Services with ML-based features: Conversational AI, NLP Sentiment Analysis, and self-learning task dispatcher.
Case Studies
Deep dives into transformative AI/ML projects with measurable business impact
Enterprise RAG-Based Productivity Platform
Challenge
Organization needed to accelerate employee productivity and reduce time-to-market for AI-driven projects across multiple automotive verticals.
Solution
- Architected and implemented enterprise-grade RAG-based productivity tools using LangChain
- Integrated multiple LLMs including GPT, LLaMA, Qwen, and Claude Sonnet for diverse use cases
- Designed multi-agent architectures for autonomous task handling
- Implemented diverse embedding models (Nomic, OpenAI, Hugging Face) for optimal retrieval
- Built LLMOps accelerator platform for seamless orchestration and deployment
Results & Impact
Technologies Used
Multi-Cloud MLOps Accelerator
Challenge
Enterprise clients required a unified MLOps platform that could seamlessly operate across AWS, Azure, GCP, and Databricks without vendor lock-in.
Solution
- Architected multi-cloud MLOps accelerator with abstraction layer for cloud services
- Built scalable LLMOps platform for RAG and LangChain-based pipelines
- Designed RNN-based ML algorithms for sales forecasting with automated MLOps pipelines
- Implemented Document AI using NLP (sentiment analysis, topic modeling, clustering)
- Published most-viewed technical blog on LLM operationalization
Results & Impact
Technologies Used
AI-Powered CRM with Conversational Intelligence
Challenge
UK Fortune 500 clients needed a highly secure, scalable CRM with AI-driven automation to reduce manual overhead and improve customer satisfaction.
Solution
- Architected fully serverless CRM integrating 20+ AWS services
- Developed Conversational AI for natural language customer interactions
- Built NLP-based sentiment analysis for real-time customer satisfaction monitoring
- Created self-learning task dispatcher eliminating manual configuration
- Implemented automated infrastructure deployment using CloudFormation and CodePipeline
Results & Impact
Technologies Used
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Get In TouchPublications & Blogs
Sharing knowledge and insights on AI/ML, LLMOps, and cloud architecture
Embracing the Future with Generative AI: Operationalizing Large Language Models using Snowflake and AWS SageMaker
A comprehensive guide on operationalizing LLMs at scale using Snowflake's data platform and AWS SageMaker. Covers architecture patterns, best practices, and real-world implementation strategies for enterprise GenAI solutions.
More publications coming soon on Agentic AI, LLMOps, and Multi-Cloud Architecture
Ready to Transform Your
AI Vision into Reality?
Book a 1:1 session to discuss your AI/ML projects, LLMOps strategy, or multi-cloud architecture. Let's build something extraordinary together.
1:1 Consultation
Personalized guidance on your AI/ML challenges
Flexible Scheduling
Book a time that works for you
Expert Insights
8+ years of AI/ML and cloud experience
Topics I can help with:
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Ready to bring your AI vision to life? Let's discuss how we can work together.
Location
Pune, India
Available for Remote Work Globally
Open for Opportunities
AWS & Azure Certified Solutions Architect with 8+ years of experience in AI/ML, LLMOps, and multi-cloud solutions. Available for consulting, architecture design, Agentic AI development, and LLM fine-tuning projects.
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