CIOL Presents Winter ML Bootcamp

CIOL Winter ML Bootcamp is a basic to advanced technical workshop designed for CIOL members and select external participants. This 1 month long bootcamp aims to build proficiency in machine learning (ML) with a focus on practical applications, assignments, and research-oriented projects. Our goal is to enable participants to gain hands-on experience, contribute to publishable research, and build an impressive GitHub portfolio. For more details: https://ciol-researchlab.github.io/events/Winter-ML-Bootcamp.html

Event Details:

• Date: 26 December, 2024 to 06 February, 2025
• Start Time: Between 8:00–9:00 PM
• Total Class Time: ~16–20 hours
• Assignment Time: ~20–30 hours
• Gap Between Classes: Minimum 2 days (for assignment submission)
• Duration per Class: 2–2.5 hours
• Prerequisite: Basic knowledge of Python, including input, variable handling, lists, dictionaries, functions, and file operations

Event Materials

Session	Recording	Session Materials	Assignments
Orientation	Watch Recording	Materials	-
Session 1: Exploratory Data Analysis (EDA)	-	Materials	Assignments
Session 2: Tabular Data Model Training	-	Materials	Assignments
Session 3: Hyperparameter Tuning and Model Selection	-	Materials	Assignments
Session 4: Pre-trained Models for Text	-	Materials	Assignments
Bonus: Research and Writing	-	Materials	Assignments
Session 5: Pre-trained Models for Images	-	Materials	Assignments
Session 6: LLM Fine-tuning	-	Materials	Assignments
Session 7: Explainable AI (XAI)	-	Materials	Assignments
Session 8: Research (Problem to Code)	-	Materials	Assignments
Endling	-	Materials	Assignments

Let me know if you need further customization or specific links!