Draft of curriculum - Githubissues

coderplex-org / LearnDataScience

Repo for the Learn Data Science program

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Draft of curriculum #2

Closed bkamapantula closed 4 years ago

bkamapantula commented 4 years ago

This is a draft of curriculum. Will improve it in the next few days.

Introduction
- Aspects
- Analysis
  - Descriptive analytics
  - Diagnostic analytics
  - Prescriptive analytics
  - Predictive analytics
  - Machine learning
  - Deep learning
  - Artificial intelligence
- Communication
  - Dashboards
  - Publications
  - Reports
  - Articles
The role of software engineering
- Version control
- Software
  - git, https://try.github.io/
  - Understanding git
  - Part 1
  - Part 2
- Data
Tools of the trade
- Infrastructure
- Azure
- AWS
- GCP
- On-premise
- Programming/Scripting
- Python
- R
  - Introduction to R online
- Julia
- Learn SQL
- Collaboration
- JupyterHub
  - Deploying JupyterHub
  - Jupyter notebooks
- Google colab
- Azure notebooks
- Kaggle
- https://web.stanford.edu/class/cs102/

Feedback open from 18th November.

duttakapil commented 4 years ago

Which all resources and recommendations from here should we add to our main curriculum @bkamapantula?

bkamapantula commented 4 years ago

@duttakapil these two should do

Learn SQL
https://try.github.io