ml-design-patterns:O'Reilly书随附的源代码
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2021-03-20
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ml-design-patterns:O'Reilly书随附的源代码 （110个子文件） 
babyweight_train.csv 10.06MB babyweight_train.csv 10.06MB babyweight_train.csv 10.06MB titles_full.csv 5.38MB titles_full.csv 5.38MB taxi-train.csv 2.77MB babyweight_eval.csv 2.48MB babyweight_eval.csv 2.48MB babyweight_eval.csv 2.48MB audio-train.csv 228KB babyweight_sample.csv 37KB delays.csv 36KB connected_patterns.csv 3KB Dockerfile 96B .gitignore 44B .gitignore 33B .gitignore 32B .gitignore 20B .gitignore 19B .gitignore 19B .gitignore 13B clustered_connections.gv 5KB connected-patterns.gv 2KB stateful_stream.ipynb 10.82MB fairness.ipynb 6.81MB wx_embeddings.ipynb 700KB explainability.ipynb 416KB transfer_learning.ipynb 220KB similar_reports.ipynb 198KB taxifare_fc.ipynb 157KB two_phase_predictions.ipynb 153KB continuous_eval.ipynb 131KB bridging_schema.ipynb 102KB embeddings.ipynb 96KB feature_cross.ipynb 75KB rebalancing.ipynb 71KB reframing.ipynb 68KB mixed_representation.ipynb 55KB simple_data_representation.ipynb 53KB feature_store.ipynb 53KB ml_challenges.ipynb 51KB checkpoints.ipynb 45KB model_versioning.ipynb 41KB hyperparameter_tuning.ipynb 40KB multilabel.ipynb 38KB serving_function.ipynb 32KB overfitting.ipynb 27KB nlp_api.ipynb 23KB gpu_serving.ipynb 22KB ensemble_methods.ipynb 20KB cascade.ipynb 18KB heuristic_benchmark.ipynb 18KB hashed_feature.ipynb 15KB distribution_strategies.ipynb 14KB neutral.ipynb 13KB batch_serving.ipynb 13KB text_embeddings.ipynb 11KB Connected_Patterns.ipynb 6KB audio_to_spectro.ipynb 3KB
mldp_cover_color.jpg 30KB LICENSE 11KB README.md 2KB README.md 2KB CONTRIBUTING.md 1KB README.md 428B README.md 40B
2020-09-17 _ Lak _ GDG _ Machine Learning Design Patterns for MLOps.pdf 3.93MB 2020-09-17-Sara-Responsible-AI-patterns.pdf 1.43MB
mldp_cover_color.png 2.82MB machine-learning-design-patterns.png 1.48MB mldp_interactions.png 1.29MB mldp_tree_interactions.png 1.08MB mldp_cover.png 452KB logo_large.png 392KB autoencoder.png 157KB pipeline.png 95KB scaling.png 94KB connected-patterns.png 75KB dataflow_2019.png 74KB logo_medium.png 71KB skew_log.png 40KB logo_small.png 16KB pipeline.py 7KB train_autoencoder.py 7KB hrrr_to_tfrecord.py 6KB setup.py 5KB compute_embedding.py 4KB find_anomalies_model.py 4KB configs.py 4KB kubeflow_dag_runner.py 3KB model.py 3KB find_anomalies_trigger.py 2KB nlp_pipeline.py 2KB test_sigmoid.py 1001B preprocess.py 627B compute_embedding_main.py 113B setup.py 17B __init__.py 0B __init__.py 0B __init__.py 0B共 110 条
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