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Mastering MLOps: From Model Development to Deployment
V
Vivian Aranha
4/25/2025
·
2 min read
Course Overview
Course Title:
Mastering MLOps: From Model Development to Deployment
Instructor:
Vivian Aranha
Target Audience:
Data Scientists
Machine Learning Engineers
DevOps Professionals
AI Enthusiasts
Prerequisites:
Basic Python Programming Skills
Fundamentals of Machine Learning
Basic Knowledge of Data Science Tools
Understanding of Version Control
Willingness to Learn Docker and Kubernetes
Basic Command-Line Skills
Access to a Computer with Internet Connection
Curiosity and Problem-Solving Mindset
Curriculum Highlights
Key Topics Covered:
Core concepts, benefits, and evolution of MLOps
Differences between MLOps and DevOps practices
Setting up a version-controlled MLOps project using Git and Docker
Building end-to-end ML pipelines from data preprocessing to deployment
Transitioning ML models from experimentation to production environments
Deploying and monitoring ML models for performance and data drift
Gaining hands-on experience with Docker for ML model containerization
Learning Kubernetes basics and orchestrating ML workloads effectively
Setting up local and cloud-based MLOps infrastructure (AWS, GCP, Azure)
Troubleshooting common challenges in scalability, reproducibility, and reliability
Key Skills Learned:
Managing the entire ML lifecycle
Integrating cloud platforms into MLOps pipelines
Addressing common challenges in ML deployment
Building end-to-end ML pipelines in Python
Setting up cloud infrastructure and deploying models locally using Kubernetes
Ensuring scalable deployments in production environments
Course Format
Duration:
2 hours on-demand video
Format:
Self-paced online course
Resources:
Access on mobile and TV
Certificate of completion
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