Course curriculum

  • 1

    Course Introduction

    • Welcome to the course!

    • About Zaka

    • A message from your instructor!

    • Best practices & tips for success

    • How to get support?

    • Download - Working Guide to Google Colaboratory's Environment

    • Download - Course Slides

    • Check your readiness

  • 2

    Intro to Data Science Lifecycle

    • Data Science Lifecycle

    • Test your Zaka - DS Lifecycle

    • EDA Overview

    • Basic steps of EDA

    • Test your Zaka - EDA

    • Data Munging & Wrangling

    • Test your Zaka - Data Munging

  • 3

    Data Visualization

    • Data Visualization

    • Case Study: Covid-19 outbreak visualization

    • Test your Zaka - Data Visualization

    • Visualizations with Matplotlib

    • Tip! - Refer to Python's documentation

    • Hands-on: Visualizations with Matplotlib - part 1

    • Hands-on: Visualizations with Matplotlib - part 2

    • Hands-on: Visualizations with Matplotlib - part 3

    • Additional Practice: Visualizations with Seaborn

  • 4

    Data Cleaning

    • Data Cleaning

    • Data Cleaning - Step 1: Diagnosis

    • Data Cleaning - Step 2: Cleaning

    • Data Cleaning - Step 3: Finding Correlations

    • Test your Zaka - Data cleaning

    • Hands-on: Data Cleaning - Introduction

    • Hands-on: Data Cleaning - part 1

    • Hands-on: Data Cleaning - part 2

    • Hands-on: Data Cleaning - part 3

    • Hands-on: Data Cleaning - part 4

  • 5

    Data Manipulation & Feature Engineering

    • Data Manipulation

    • Test your Zaka - Data Manipulation

    • Hands-on: Data Manipulation - Introduction

    • Hands-on: Data Manipulation - part 1

    • Hands-on: Data Manipulation - part 2

    • Hands-on: Data Manipulation - part 3

    • Hands-on: Data Transformation - Introduction

    • Hands-on: Data Transformation

    • Feature Engineering

    • Issues with Features

    • Test your Zaka - Feature Engineering

  • 6

    Living the Cycle!

    • Documentation & Reporting

    • Your Full Data Science Project

    • Hands-on: Full Data Science Project - Introduction

    • Hands-on: Full Data Science Project - EDA - part 1

    • Hands-on: Full Data Science Project - EDA - part 2

    • Hands-on: Full Data Science Project - EDA - part 3

    • Hands-on: Full Data Science Project - EDA - part 4

    • Hands-on: Full Data Science Project - Data Cleaning - part 1

    • Hands-on: Full Data Science Project - Data Cleaning - part 2

    • Hands-on: Full Data Science Project - Data Cleaning - part 3

    • Hands-on: Full Data Science Project - Modeling - part 1

    • Hands-on: Full Data Science Project - Modeling - part 2

    • Hands-on: Full Data Science Project - Modeling - part 3

  • 7

    Databases & Data Warehouses

    • Data Acquisition

    • Data Types

    • Test your Zaka - Data Types

    • Databases

    • Data Warehouses

    • Test your Zaka - Databases & Data Warehouses

  • 8

    Course Wrap-up

    • A goodbye message from your instructor!

    • Feedback survey

    • Final words