Introduction to Machine Learning   Janco, Lassner

Preparation: Intro. to ML

Skills and concepts for model training.

Practical Introduction to Model Training   Janco, Dombrowski

Preparation: LitBank Notebook

Hands-on activity with model training.

Overview: From Toy Data to Your Data   Tasovac, Budak

Preparation: None, slides available here

spaCy projects, data processing and model training with your project's data and requirements.

Demonstration: Training Models with INCEpTION Data   Tasovac, Budak

Preparation: New Language Training

Workflow for data preparation and model training with project data.

Practical Session with Teams’ Data   Tasovac

Work in individual teams to run project files and train models. Assess model performance against applied research tasks.

Practical Session with Project Data and Requirements   Janco

Lightning talks to share with other groups. Continued project work

Embeddings, Do You Need Them?   Janco, Lassner

Preparation: Embeddings

Adding FastText vectors to your model. Shared embedding layers. Transformer pipeline component.

Optional Applied Session   Janco, Lassner

Preparation: Applied embeddings

Training with embeddings. Assess utility for research tasks

Review of Key Topics and Discussion   Janco, Ermolaev

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Time for Team Meetings and Planning Work   Lassner, Budak

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