A project-based course @ Aalto University
Topic: Human-in-the-loop for connecting ML pipelines and workflow-based data analysis in large-scale computing
- A literature review on current status of human-in-the-loop in ML pipelines and workflow-based data analysis
- Can potentially reference other fields if there are not much information.
- Based on the literature review, identify one area to investigate further
- Identify potential improvement(s) in that area.
- Suggest and develop the concepts for the improvements (a proof of concept as a software may not fit in the scope of this course).
- Write and present results.
The list of the literature is presented in the folder literature
.
- Basic principles of Human-in-the-loop (HITL) systems.
- Choose an application domain.
- Apply the principles in analyzing one (or several) frameworks/pipelines in the application domain.
- Identify the gap.
- Suggest and implement some improvements
- Write and report the results.
- 15.5.2021:
- Complete the literature reviews. Choose the Decision Support System Framework to continue with the project.
- Identify the application domain is the system support for astroinformatics research at Aalto.
- 18.5.2021:
- Complete the first interview with Maarit's team.
- Understand the basic pipeline of the sun active regions prediction project.
- Identify the potential human-in-the-loop applications.
- 19.5.2021:
- Talk to Linh about the overall system, message dispatching and receiving to asynchronous changing configuration of the system based on user needs
- 21.5.2021:
- Meeting. Maarit will send some details information about the system
- 23.5.2021:
- Maarit sent some information about the system. Not yet check.
- 26.5.2021:
- Check Maarit email and produce a overview graph of the system and the propose message dispatcher to asynchronous modify the system configuration.
- 27.5.2021:
- Inform Maarit that cannot see the source codes in the Gitlab Repo. Look at the magnetograms files (in FITS format) in Allas. Look briefly at the FITS format introduction.
- 4.6.2021 - 11.6.2021:
- Review the code of the project and make a presentation of prototype
- 15.6.2021:
- Meet with Maarit's team to clear some details of the f-modes code.
- 16.6.2021 - 8.7.2021:
- Modify the code and make a integrate into the workflow of Maarit's team
- 9.7.2021:
- Final presentation