Table of Contents

Introduction to Flair

Flair Base Types

Embeddings in Flair

Sequence Tagging

Training Sequence Labeling Models

Hyperparameter Optimization in Flair

Training Your Own Embeddings

Text Classification in Flair

Deploying and Using Models in Production

Hands-on exercise – Building a trading bot with Flair

About the Author

Tadej Magajna is a former lead machine learning engineer, former data scientist, master of Computer Science and now a software engineer at Microsoft. He currently works in a team responsible for language model training and building language packs for keyboards. He started his career as a 15-year-old at a local media company as a web developer and progressed towards more complex engineering and machine learning problems. He tackled problems like NLP market research, public transport bus and train capacity forecasting and finally language model training at his current role. Today, he is based in his hometown Ljubljana, Slovenia.

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