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Madhan Kumar Email & Phone Number

Data Analytics & AI Strategist | GenAI Expert | Principal Architect | Microsoft Fabric & Analytics Platform Leader | Technical Innovator | Driving Business Transformation with Intelligent Solutions at IBM
Location: United States 4 work roles 2 schools
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Current company
IBM
Role
Data Analytics & AI Strategist | GenAI Expert | Principal Architect | Microsoft Fabric & Analytics Platform Leader | Technical Innovator | Driving Business Transformation with Intelligent Solutions
Location
United States
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Madhan Kumar is listed as Data Analytics & AI Strategist | GenAI Expert | Principal Architect | Microsoft Fabric & Analytics Platform Leader | Technical Innovator | Driving Business Transformation with Intelligent Solutions at IBM, a with 512090 employees, based in United States. AeroLeads shows a matched LinkedIn profile for Madhan Kumar.

Madhan Kumar previously worked as Lead Architect - Generative AI and Data Analytics at Ibm and Specialist Master at Deloitte Consulting. Madhan Kumar holds Master'S Degree, Analytics from Georgia Institute Of Technology.

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IBM

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About Madhan Kumar

👋 Hello! I am an accomplished Cloud Data & Analytics Leader with over 18+ years of experience architecting and delivering intelligent data systems leveraging AI/ML. I am passionate about driving digital transformation through advanced analytics.💡 My expertise spans cloud platforms, data engineering, machine learning, and leading cross-functional teams to build cutting-edge data products. I am particularly skilled at Production ML systems, MLOps, GenAI, and leveraging large language models to extract insights.🚀 I have led analytics modernization initiatives helping global enterprises migrate their data to the cloud while optimizing costs. 🎯 I am just as comfortable rolling up my sleeves and diving into code as I am evangelizing technologies and setting strategy. I bridge the gap between engineering and executive leadership.🌟 I actively champion AI/ML best practices and enjoy mentoring others & sharing my decades of hands-on experience.👥 I thrive working in fast-paced, collaborative environments where cross-functional teams build amazing data products that solve real-world problems.🤝 My passion is at the intersection of data, cutting-edge technology, and solving challenges. Let's connect if you want to chat more!

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IBM
Ibm
Data Analytics & AI Strategist | GenAI Expert | Principal Architect | Microsoft Fabric & Analytics Platform Leader | Technical Innovator | Driving Business Transformation with Intelligent Solutions
new york, new york, united states
Website
Employees
512090
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4 roles · 22 years

Madhan Kumar work experience

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Lead Architect - Generative Ai And Data Analytics

Current
Ibm

Chicago, Illinois, United States

🤖 Generative AI & Enterprise Solutions• Spearheaded enterprise-grade Generative AI solutions using Azure OpenAI, AWS Bedrock, and GCP Vertex AI, driving 40% improvement in data-driven decision making• Engineered multi-agent LLM frameworks that enhanced code conversion and optimization efficiency by 30%• Pioneered RAG (Retrieval-Augmented Generation) applications, significantly improving LLM performance through domain-specific knowledge integration🔧 Technical Innovation & Optimization• Architected an agent-based system for dynamic workflow scheduling, boosting operational flexibility by 25%• Implemented PEFT techniques (LoRA, QLoRA), reducing model fine-tuning costs by 60%• Developed Small Language Models through distillation, optimizing inference speed and resource utilization• Designed a Graph DB and LLM-powered data discovery platform, accelerating insights generation by 50%🔐 Enterprise Architecture & Governance• Led large-scale GenAI solution integrations with emphasis on scalability, security, and compliance• Developed synthetic data generation frameworks for healthcare, finance, and manufacturing sectors• Established comprehensive ethical AI practices and governance frameworks for responsible AI development☁️ Cloud & Platform Expertise• Recognized authority in Azure Fabric, specializing in enterprise-scale data and AI solution architecture• Demonstrated excellence in multi-cloud environments (Azure, AWS, GCP), ensuring optimal integration and performance• Successfully delivered multiple enterprise-wide AI transformation initiatives, generating substantial ROI👥 Leadership & Strategic Impact• Mentored high-performing teams of data scientists, engineers, and analysts, fostering innovation and growth• Partnered with C-suite executives to align AI strategies with business objectives, delivering measurable value

Jan 2022 - Present

Specialist Master

Chicago, Illinois

🔄 Data & AI LeadershipArchitected enterprise-grade data analytics pipelines, revolutionizing data-driven decision-making through seamless ingestion-to-visualization workflowsOrchestrated enterprise-wide AI and data transformation initiatives, delivering substantial cost optimization and operational improvementsChampioned the implementation of MLOps practices, enabling scalable AI model deployment and management across the enterprise👥 Team & Innovation ManagementLed dynamic cross-functional teams in developing cutting-edge AI solutions, directly contributing to product innovation and revenue growthCultivated strong partnerships across engineering, product, and business teams to ensure aligned execution of technical initiatives🎯 Industry Recognition & Thought LeadershipRecognized industry speaker, delivering impactful presentations on AI/ML innovations, cloud architecture, and advanced analyticsRegular contributor to technical conferences, sharing expertise in emerging technologies and enterprise AI implementation strategies

Aug 2017 - Jan 2022

Solutions Architect -Big Data

🏗️ Enterprise Architecture Leadership• Spearheaded the design and implementation of large-scale data lakes and warehouses, processing 10TB+ daily data volumes• Architected mission-critical data pipelines for Fortune 500 clients, achieving 99.99% uptime and 40% cost reduction• Pioneered the transition from traditional data warehouses to Hadoop ecosystems, reducing storage costs by 65%🔧 Technical Innovation & Framework Development• Designed distributed computing solutions using Hadoop, MapReduce, and Spark, improving processing speeds by 200%• Engineered custom ETL frameworks integrating with legacy systems, reducing data processing time from days to hours• Implemented advanced data modeling solutions using dimensional modeling and NoSQL databases• Developed automated data quality and governance frameworks, reducing data inconsistencies by 75%📊 Analytics & Business Intelligence• Architected enterprise BI solutions using Tableau, Business Objects, and custom dashboards• Built predictive analytics platforms integrating R and Python with Hadoop ecosystem• Designed real-time reporting systems processing terabytes of historical and streaming data☁️ Cloud & Infrastructure Innovation• Led early cloud adoption initiatives, migrating on-premise data warehouses to AWS RedShift and EMR• Designed hybrid cloud architectures ensuring seamless data integration between on-premise and cloud systems• Optimized infrastructure costs through efficient resource utilization, achieving 45% reduction in TCO👥 Leadership & Strategic Impact• Led and mentored high-performing teams of 50+ engineers across global locations• Conducted technology evaluation and vendor selection for enterprise-wide implementations🏆 Key Achievements• Recognized as Technical Excellence Leader for successful delivery of $50M+ data transformation programs and achieved 40% faster time-to-market for new data products

2008 - Aug 2017

Software Engineer

🏗️ Architecture & DesignArchitected middleware solutions for seamless integration between legacy and modern systemsCreated reusable component libraries reducing development time by 30%Implemented design patterns optimizing code maintainability and reducing technical debt📱 Full Stack DevelopmentCreated stored procedures and complex SQL queries optimizing data retrievalImplemented front-end optimizations improving page load times by 45%🔄 Agile & Process ExcellenceChampioned Agile methodologies, reducing project delivery cycles by 25%Led daily scrums and sprint planning sessions for teams of 8-10 developersAchieved 90%+ test coverage through JUnit and automated testing frameworks

2005 - 2008 ~3 yrs
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2 education records

Madhan Kumar education

FAQ

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What company does Madhan Kumar work for?

Madhan Kumar works for IBM.

What is Madhan Kumar's role at IBM?

Madhan Kumar is listed as Data Analytics & AI Strategist | GenAI Expert | Principal Architect | Microsoft Fabric & Analytics Platform Leader | Technical Innovator | Driving Business Transformation with Intelligent Solutions at IBM.

Where is Madhan Kumar based?

Madhan Kumar is based in United States while working with IBM.

What companies has Madhan Kumar worked for?

Madhan Kumar has worked for Ibm, Deloitte Consulting, Cognizant, and Accenture.

Who are Madhan Kumar's colleagues at IBM?

Madhan Kumar's colleagues at IBM include Orlando Orlandovrg, Kjell Andersson, Juan Roman, Ashwini Sugumaran, and 罗征宇.

How can I contact Madhan Kumar?

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What schools did Madhan Kumar attend?

Madhan Kumar holds Master'S Degree, Analytics from Georgia Institute Of Technology.

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