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Udemy – End-to-End Machine Learning From Idea to Implementation 2023-11_Materials.zip
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Git and Github Quickstart section introduction
Git and Github - What are they
Git Installation - Windows
Git Installation - MacOS
Git Installation - Linux
Github - Account creation
Adding an SSH key pair to GitHub account - Linux
Adding an SSH key pair to GitHub account - Windows
Adding an SSH key pair to GitHub Account - MacOS
Reverting Your Changes Back
Git and GitHub - Basic workflow
Commit History
Aliases
Git Diff
Reverting Back to a Previous Commit
Branching and Merging
Pull Request and Code Review
Rebase
Stashing
Tagging
Cherry Pick
Git and GitHub - Final Words
Docker Quickstart section introduction
What Is Docker and Why Do We Use It
Installation - Linux
Installation - Windows
Installation - MacOS
Docker Containers
Why Docker Is So Good
Docker Containers - Hands On
Docker Images
Dockerfile
Persistent Data In Docker
More about Dockerfile
Persistent Data In Docker - Volumes - Hands On
Persistent Data in Docker - Bind Mounting - Hands On
Docker Compose
Dockerfile Best Practices
DVC - Section Introduciton
Accessing Your Data
Pipelines - Part 1
Data Versioning
Metrics And Experiments
Pipelines - Part 2
Pipelines - Part 3
Hydra - Section Introduction
How to Use Hydra From Command-Line
Specifying A Config File
Grouping Config Files
More About OmegaConf
Selecting Default Configs
Logging
Output And Working Directory
Multirun
Debugging
Instantiate
Packages
Small Project - Assignment
A Small Project To See The Big Picture
Structured Configs
Tab Completion
Structured Configs Basic Usage
Hierarchical Static Configuration
Small Project - Assignment Solution
Config Groups in Structured Configs
Defaults List in Structured Configs
Extending The Small Project With Structured Configs - Course Assignment
Validating Config Parameters Using Pydantic
Structured Config Schema
Extending The Small Project With Structured Configs - Assignment Solution
Extending The Small Project With Structured Configs
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What You'll Master in this Free Download Course
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Instructor
Senior Industry Specialist
Specialist in AI, Machine Learning & Data Science. Real-world engineering curriculum and hands-on masterclasses.
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