call_for_contributions.md

Call for code example contributions

This is a constantly-updated list of code examples that we're currently interested in.

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Structured data examples featuring Keras Preprocessing Layers (KPL)

E.g. feature hashing, feature indexing with handling of missing values, mixing numerical, categorical, and text features, doing feature engineering with KPL, etc.

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Transformer model for MIDI music generation

Reference TF/Keras implementation

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StyleGAN2

• Paper
• Reference TF implementation

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Text-to-speech

Example TF2/Keras implementation

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Learning to rank

Reference Kaggle competition

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Large-scale multi-label text classification

Using word bi-grams + TF-IDF + a small MLP, from raw text strings. The tokenization and extraction of TF-IDF ngrams should be done with the TextVectorization layer.

The dataset should have at least 50k samples and there should be at least a dozen of labels.

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DETR: End-to-End Object Detection with Transformers

• Reference implementation
• TF/Keras implementation

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3D image segmentation

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Question answering from structured knowledge base and freeform documents

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Instance segmentation

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EEG & MEG signal classification

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Text summarization

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Audio track separation

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Audio style transfer

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Timeseries imputation

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Customer lifetime value prediction

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