Note due to the impact of Covid-19, this program will be divided into 4-modules but the first 3 modules will be done online and the final module will be a workshop hosted in Cape Town in May 2022 (if travel restrictions have been lifted, if not, this will be converted to a an online module). Participants who successfully complete the first three modules will be eligible to attend the final workshop.
Each module will tackle a different real-world challenge and will allow participants to develop new technical skills pertinent to that project. All modules will enhance participant’s general data science readiness, project management, communication and leadership skills.
| Module 1 | Module 2 | Module 3 | Module 4 |
| Platform: Online
Duration: 3 weeks Provisional Dates:
|
Platform: Online
Duration: 3 weeks Provisional Dates: |
Platform: Online
Duration: 3 weeks Provisional Dates: |
Platform: Online
Duration: 3 weeks Provisional Dates: or Platform: Workshop Duration: TBC Provisional Dates: May 2022 |
NOTE: participants will be expected to work on their final projects in the break between Module 3 and 4.
The goals of the program are to deliver:
Among many others, the program will cover:
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- Advanced python skills
- Managing the data science project life cycle
- Problem solving and model selection: starting to build a solution
- Machine learning algorithms: which one is right?
- Deep learning and neural networks for AI based on Google’s Tensorflow
- Big data computing including Spark and related database technologies
- Natural language processing and machine learning for text
- Testing and quality assurance for data science projects
- Scrum as a methology for agile project management
- Productionalising data science projects with cloud services such as AWS
- Creating stunning visualisations and dashboards and compelling story-telling.