Overview
Fri-DIYs: MLOps, anyone?
Get ready to roll up your sleeves and dive into Fri-DIYs, Lorong AI's immersive workshop series where participants gain hands-on experience implementing AI technologies through guided experimentation in an intimate, collaborative learning environment. (Lorong AI members will be prioritized for the session)
S1E6: MLOps, anyone?
Ready to get hands-on experience with MLOps? Join us to learn how to take ML systems from experimental notebooks to reliable production services. The session will be tackling real challenges in productionising ML systems using industry-tested tools and practices.
In this hands-on workshop, you'll learn to:
- Build production-grade RAG systems that actually scale
- Learn more about the MLOps lifecycle from experiment to deployment
- Implement robust monitoring and security practices
- See how others deploy models that don't break when you look away
Some Prerequisites for the Session🤓
Do note that attendees are required to have:
- A basic understanding of ML (you know your way around basic ML concepts)
- Working knowledge of Python (we'll be coding extensively!)
- A laptop with Python installed and ready to go
Workshop Breakdown (3h) 🔧
- MLOps foundations crash course (15 min)
- Production architecture deep-dive (45 min)
- Bio break + networking (15 min)
- Hands-on CI/CD implementation (60 min)
- Enterprise-grade monitoring setup (35 min)
- Final Q&A and best practices (10 min)
Led by : Gour & Team (From a novel EdTech Startup Driving Future of Skills & Learning)
• Gour is a Data Engineering Leader with 20+ years of experience in building scalable data architectures and AI solutions. He focuses on transforming complex data challenges into practical outcomes through robust engineering practices and machine learning, while leading high-performing technical teams. His work spans cloud infrastructure, ML deployment, and technical leadership—bridging engineering excellence with business impact. Passionate about innovation in data engineering, he is committed to advancing technical practices and mentoring the next generation of data professionals.
• Jitin is a Software Engineering Leader with extensive experience in full-stack development and AI/ML systems. He specializes in building scalable, innovative applications that harness data and emerging technologies to drive digital transformation.
• Hari is an ML Architect and GenAI Specialist with over 14 years of experience designing and scaling robust data and AI platforms.
From building robust ML pipelines to implementing monitoring systems, come and gain more experience and learn how others are doing so!
Schedule
Date: 15 Aug 2025, Friday
Time: 2:00 PM - 5:00 PM (GMT +8:00) Kuala Lumpur, Singapore
Location: Lorong AI (WeWork @22 Cross Street), 048421
