MLOps-Specialist-from-scratch

This repository is for who want to become MLOps Specialist. enjoy it!

Overview

This repository stores study presentation. (Language: Kor)
I'm studying Coursera 'MLOps Specialization' Course with my friends at PseudoLab about PseudoLab

Preparation

• Orientation (21.07.25.sun) link

Course1 - Introduction to Machine Learning in Production

• Week 1. Overview of the ML Lifecycle and Deployment: link
• Week 2: Select and Train a Model: link
• Week 3: Data Definition and Baseline: link

Course2 - Machine Learning Data Lifecycle in Production

• Week 1: Collecting, Labeling and Validating Data: link
• Week 2: Feature Engineering, Transformation and Selection: link
• Week 3: Data Journey and Data Storage: link
• Week 4 (Optional): Advanced Labeling, Augmentation and Data Preprocessing: link

Machine Learning Modeling Pipelines in Production

• Week 1: Neural Architecture Search: link
• Week 2: Model Resource Management Techniques: link
• Week 3: High-Performance Modeling: link
• Week 4: Model Analysis: link

Deploying Machine Learning Models in Production

• Week 1: Model Serving: Introduction: link
• Week 2: Model Serving: Patterns and Infrastructure: link
• Week 3: Model Management and Delivery: link