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Update the Beam ML readme #29031

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Oct 17, 2023
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Update the Beam ML readme #29031

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10 changes: 7 additions & 3 deletions examples/notebooks/beam-ml/README.md
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Expand Up @@ -57,6 +57,7 @@ This section contains the following example notebooks.
* [Apache Beam RunInference with Hugging Face](https://github.com/apache/beam/blob/master/examples/notebooks/beam-ml/run_inference_huggingface.ipynb)
* [Apache Beam RunInference with XGBoost](https://github.com/apache/beam/blob/master/examples/notebooks/beam-ml/run_inference_xgboost.ipynb)
* [Use RunInference with TFX](https://github.com/apache/beam/blob/master/examples/notebooks/beam-ml/run_inference_tensorflow_with_tfx.ipynb)
* [Use RunInference with a remotely deployed Vertex AI endpoint](https://github.com/apache/beam/blob/master/examples/notebooks/beam-ml/run_inference_vertex_ai.ipynb)
* [Use RunInference in Apache Beam](https://github.com/apache/beam/blob/master/examples/notebooks/beam-ml/run_inference_pytorch_tensorflow_sklearn.ipynb)
* [Use RunInference with a LLM](https://github.com/apache/beam/blob/master/examples/notebooks/beam-ml/run_inference_generative_ai.ipynb)
* [Use RunInference with Beam's windowing semantics](https://github.com/apache/beam/blob/master/examples/notebooks/beam-ml/run_inference_windowing.ipynb)
Expand All @@ -67,8 +68,10 @@ This section contains the following example notebooks.
* [Remote inference](https://github.com/apache/beam/blob/master/examples/notebooks/beam-ml/custom_remote_inference.ipynb)

### Machine Learning Use Cases
* [Image Processing with Apache Beam](https://github.com/apache/beam/blob/master/examples/notebooks/beam-ml/image_processing_tensorflow.ipynb)
* [Natural Language Processing with Apache Beam](https://github.com/apache/beam/blob/master/examples/notebooks/beam-ml/nlp_tensorflow_streaming.ipynb)

* [Image processing with Apache Beam](https://github.com/apache/beam/blob/master/examples/notebooks/beam-ml/image_processing_tensorflow.ipynb)
* [Natural language processing with Apache Beam](https://github.com/apache/beam/blob/master/examples/notebooks/beam-ml/nlp_tensorflow_streaming.ipynb)
* [Speech emotion recognition with Apache Beam](https://github.com/apache/beam/blob/master/examples/notebooks/beam-ml/speech_emotion_tensorflow.ipynb)

### Automatic Model Refresh

Expand All @@ -77,12 +80,13 @@ This section contains the following example notebooks.
### Multi-model pipelines

* [Ensemble model using an image captioning and ranking](https://github.com/apache/beam/blob/master/examples/notebooks/beam-ml/run_inference_multi_model.ipynb)
* [Run ML Inference with Different Models Per Key](https://github.com/apache/beam/blob/master/examples/notebooks/beam-ml/per_key_models.ipynb)
* [Run ML inference with multiple differently-trained models](https://github.com/apache/beam/blob/master/examples/notebooks/beam-ml/per_key_models.ipynb)

### Model Evaluation

* [Use TFMA to evaluate and compare model performance](https://github.com/apache/beam/blob/master/examples/notebooks/beam-ml/tfma_beam.ipynb)

### Data processing

* [Preprocess data with MLTransform](https://github.com/apache/beam/blob/master/examples/notebooks/beam-ml/mltransform_basic.ipynb)
* [Preprocessing with the Apache Beam DataFrames API](https://github.com/apache/beam/blob/master/examples/notebooks/beam-ml/dataframe_api_preprocessing.ipynb)
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