This is an OSS project for a 1-week data science bootcamp created by Avanade ASG (Austria Switzerland Germany).
The purpose of this data science bootcamp is to give people with an analytics & cloud computing background an introduction to Python-based data science with a focus on Microsoft technologies and particularly the Microsoft Azure cloud.
The following content will be covered within 1 week (5 days 8 hrs each -> 40 hrs):
- Bootcamp Introduction & Tools Setup
- Data Visualization with Python
- Statistics & Machine Learning Fundamentals
- Data Preprocessing & Feature Engineering
- Supervised Machine Learning
- Unsupervised Machine Learning
- Deep Learning
- Applied Data Science with Azure
- Distributed Computing & Spark with Azure Databricks
- MLOps in Azure
- Industry Use Cases & Project Lifecycle
- Advanced Topics Overview
All of this content is available in the content directory and builds on each other, but is also designed to be self-sustained so that the selectively interested reader can dive directly into specific topics.
datascience-bootcamp is available under the MIT Licence.
The docs folder contains more detailed documentation, along with setup instructions.
Feel free to raise an issue on GitHub, or see our security disclosure policy.
Contributions are welcome. See information on contributing, as well as our code of conduct.
If you're happy to follow these guidelines, then check out the getting started guide.
Avanade is the leading provider of innovative digital, cloud and advisory services, industry solutions and design-led experiences across the Microsoft ecosystem.