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.
Check here:
- 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: 1.5–2.5 hours
- Prerequisite: Basic knowledge of Python, including input, variable handling, lists, dictionaries, functions, and file operations
- Instructors: Azmine Toushik Wasi, MD Shafikul Islam, Sheikh Ayatur Rahman
| Session | Instructor | Recording | Materials |
|---|---|---|---|
| Orientation | - | Youtube | - |
| Session 1: Exploratory Data Analysis (EDA) | Azmine Toushik Wasi | Youtube | Materials |
| Session 2: Tabular Data Model Training | Azmine Toushik Wasi | Youtube | Materials |
| Session 3: Hyperparameter Tuning and Model Selection | Azmine Toushik Wasi | Youtube | Materials |
| Session 3 - Bonus : Building Artificial Neural Networks | Azmine Toushik Wasi | Youtube | Materials |
| Session 4: Pre-trained Models for Text | Sheikh Ayatur Rahman | Youtube | Materials |
| Research and Writing: How To Write Shared Task Papers | Azmine Toushik Wasi | Youtube | - |
| Session 5: Pre-trained Models for Images | Azmine Toushik Wasi | Youtube | Materials |
| Session 6: LLM Agents | Azmine Toushik Wasi | Youtube | Materials |
| Session 7: Explainable AI (XAI) | MD Shafikul Islam | Youtube | Materials |
| Session 8: Research (Problem to Code) | MD Shafikul Islam | Youtube | Materials |
If you use it, cite:
Azmine Toushik Wasi. (2024). CIOL Presnts Winer ML BootCamp. https://github.com/ciol-researchlab/CIOL-Winter-ML-Bootcamp
@misc{wasi2024CIOL-WMLB,
title={CIOL Presnts Winer ML BootCamp},
author={Azmine Toushik Wasi, MD Shakiqul Islam, Sheikh Ayatur Rahman},
publisher = {Computational Intelligence and Operations Laboratory (CIOL)},
year={2024},
url={https://github.com/ciol-researchlab/CIOL-Winter-ML-Bootcamp},
}