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Table Of Contents

Welcome to week 1 of the data science learning journey. We’ll kick off the Data Science journey with a look at foundational concepts from Machine Learning to Developer Experience. By the end of this week, you should have a good understanding of the Data Science Lifecycle and the developer experience for building machine learning applications.

DayTopicDescription
1️⃣Introduction to Data ScienceLearn Core Concepts
2️⃣Responsible AI in Data ScienceUnderstand Six Principles
3️⃣Introduction to Machine LearningExplore ML Applications
4️⃣Supervised Machine LearningDefinition & Workflow
5️⃣Unsupervised Machine LearningDefinition & Workflow
6️⃣Data Science LifecycleEnd-to-End Development
7️⃣Data Science Developer ExperienceCoding & Analysis Tools

Here’s an illustrated guide to Week 1:

Week 1 Sketchnote

Further Reading

Check out these resources for self-guided learning during this event:

  1. Data Science Day Cloud Skills Challenge
  2. Data Science For Beginners Curricula
  3. Python Community Discord