Masterclass: MLOps for Analysts: Deploying Machine Learning Models That Scale

Date: 07-11-2025 Time: 08:00 PM

Pankaj Yadav

Senior Data Scientist at AB InBev

Share Event

About Masterclass

Turn notebooks into production ML. This masterclass teaches Data Analysts how to package models, deploy to cloud with containers, and keep them fast, reliable, and cost-aware end to end.

Masterclass Outcomes

Notebook API: Refactor a sklearn model to FastAPI, containerize with Docker.
Cloud & K8s: Helm deploy, autoscaling, canary rollout; map to SageMaker/Vertex.
Batch + Real-Time: Reuse one model artifact for Spark batch and live API.
Observability: Metrics, logs, drift checks; trigger retraining via pipeline.
CI/CD for ML: Build–test–scan–promote with a model registry.

Meet Our Host

Experienced Data Scientist with a demonstrated history of working in the logistics and supply chain industry. Skilled in Python, SQL, Machine Learning, GenAI and Deep learning Strong engineering professional with a Bachelor of Technology - BTech focused in Computer Science from manav rachna international university.

Learner's Review

About Crio.Do

At Crio.Do, we believe that the best way to learn is by doing. Our mission is to empower aspiring developers and data enthusiasts through hands-on learning experiences that go beyond theory. Our unique approach combines real-world projects, industry-relevant skills, and expert-led guidance to prepare you for the challenges of today’s tech industry. Each Crio program is designed to help you build and master practical Software Development, QA Automation, and Data Analytics skills. Focusing on real-world scenarios and challenges, our programs ensure that you don’t just learn – you apply, build, and grow your abilities step-by-step.

Join our vibrant Alumni Network and embark on a journey that takes you from knowledge to experience, and from experience to expertise. At Crio, we’re not just teaching tech skills – we’re building careers

Previous Events