📅 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.