DAT101 - Data Science Foundations
Welcome to DAT101 - Data Science Foundations
Use the links below to navigate the course.
| Module | Topic |
|---|---|
| 1: Introduction to data science | Welcome |
| Meet the data scientists | |
| 2: Get started with data | It all starts with the data |
| Data basics | |
| Sorting and filtering data | |
| Derived data | |
| Highlighting data | |
| Lab: Use Excel to explore data | |
| 3: Analyzing data | Introduction to data analysis |
| Aggregating data | |
| Grouping and summarizing data | |
| Visualizing data | |
| Lab: Analyze data | |
| 4: Getting started with statistics | Introduction to statistics |
| Measuring central tendency | |
| Measuring variance | |
| Understanding distributions | |
| Working with samples | |
| Measuring correlation | |
| Hypothesis testing | |
| Lab: Explore statistical analysis | |
| 5: Machine learning | Introduction to machine learning |
| Machine learning basics | |
| Regression | |
| Classification | |
| Clustering | |
| Lab: Get started with machine learning | |
| Before you go | Next Steps |