📅 2025-02-23 — Session: Automated Course Bibliography and Curriculum Structuring
🕒 16:50–17:30
🏷️ Labels: Automation, Bibliography, Machine Learning, Databases, Curriculum
📂 Project: Teaching
⭐ Priority: MEDIUM
Session Goal
The session aimed to automate the generation of a course bibliography and structure Machine Learning and Database courses using AI and markdown formats.
Key Activities
- Developed a workflow to automate course bibliography generation by looping over a CSV of topics, using AI to create summaries, and outputting results in markdown.
- Planned and structured a Machine Learning course covering fundamental to advanced topics, including MLOps, in 10 sessions.
- Created a markdown table template for Machine Learning classes, detailing key topics and related phrases.
- Provided an overview of foundational Machine Learning concepts, including classification, regression, unsupervised learning, and neural networks.
- Proposed and redesigned a curriculum for Database and Pandas courses, integrating data formats, SQL, optimization, and automation.
Achievements
- Successfully outlined an automated process for bibliography generation.
- Structured comprehensive curricula for Machine Learning and Database courses.
Pending Tasks
- Integrate the markdown templates into the course pipeline for seamless automation.
- Finalize the curriculum details and prepare for implementation.