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100DaysofMLOps Series' Articles

Back to Thu Kha Kyawe's Series
Day 1: Create a Python Virtual Environment for ML
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Day 1: Create a Python Virtual Environment for ML

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2 min read
Day 2: Set Up and Configure Jupyter Notebook Server
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Day 2: Set Up and Configure Jupyter Notebook Server

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3 min read
Day 3: Fix a Broken uv Lockfile Specification
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Day 3: Fix a Broken uv Lockfile Specification

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5 min read
Day 4: Create a Standard ML Project Structure
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Day 4: Create a Standard ML Project Structure

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3 min read
Day 5: Create a Makefile for ML Workflow Automation
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Day 5: Create a Makefile for ML Workflow Automation

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3 min read
Day 6: Set Up Code Quality Tools for ML Code
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Day 6: Set Up Code Quality Tools for ML Code

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3 min read
Day 7: Package an ML Project as Installable Python Package
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Day 7: Package an ML Project as Installable Python Package

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5 min read
Day 8: Configure Pre-Commit Hooks for ML Repository
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Day 8: Configure Pre-Commit Hooks for ML Repository

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5 min read
Day 9: Create a Custom ML Project Template with Cookiecutter
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Day 9: Create a Custom ML Project Template with Cookiecutter

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3 min read
Day 10: Install and Initialize DVC in an ML Project
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Day 10: Install and Initialize DVC in an ML Project

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3 min read
Day 11: Track a Dataset with DVC
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Day 11: Track a Dataset with DVC

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4 min read
Day 12: Configure a DVC Remote Storage
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Day 12: Configure a DVC Remote Storage

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3 min read
Day 13: Pull DVC-Tracked Data from Remote
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Day 13: Pull DVC-Tracked Data from Remote

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3 min read
Day 14: Create a DVC Pipeline for Data Processing
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Day 14: Create a DVC Pipeline for Data Processing

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4 min read
Day 15: Parameterize a DVC Pipeline
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Day 15: Parameterize a DVC Pipeline

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4 min read
Day 16: Track ML Metrics with DVC
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Day 16: Track ML Metrics with DVC

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3 min read
Day 17: Run and Compare DVC Experiments
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Day 17: Run and Compare DVC Experiments

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4 min read
Day 18: Version Datasets and Models Across Git Branches
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Day 18: Version Datasets and Models Across Git Branches

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4 min read
Day 19: Complete a Production DVC Pipeline with SeaweedFS Remote
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Day 19: Complete a Production DVC Pipeline with SeaweedFS Remote

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4 min read