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.

Check here:

• Website
• YT Playlist

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: 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

Event Materials

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

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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},
}