TensorFlow库和扩展程序
TensorFlow Addons Extra functionality for TensorFlow, maintained by SIG Addons. 查看文档 View GitHub 1.7k 610 TensorFlow Agents A library for designing, testing, and implementing reinfor
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TensorFlow Addons
Extra functionality for TensorFlow, maintained by SIG Addons.
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1.7k
610
TensorFlow Agents
A library for designing, testing, and implementing reinforcement learning algorithms.
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2.6k
706
TensorFlow Compression
A library to build ML models with end-to-end optimized data compression built in.
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783
245
TensorFlow Data Validation
A library to analyze training and serving data to compute descriptive statistics, infer schemas, and detect anomalies.
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735
158
TensorFlow Decision Forests
State-of-the-art algorithms for training, serving and interpreting models that use decision forests for classification, regression and ranking.
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629
101
Dopamine
A research framework for fast prototyping of reinforcement learning algorithms.
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10.2k
1.4k
Fairness Indicators
A library that enables easy computation of commonly-identified fairness metrics for binary and multiclass classifiers.
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324
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TensorFlow Federated
An open source framework for machine learning and other computations on decentralized data.
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2.2k
570
TensorFlow GNN
A library to build neural networks on graph data (nodes and edges with arbitrary features), including tools for preparing input data and training models.
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1.1k
149
TensorFlow Graphics
A library of computer graphics functionalities ranging from cameras, lights, and materials to renderers.
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2.7k
367
TensorFlow Hub
A library for reusable machine learning. Download and reuse the latest trained models with a minimal amount of code.
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3.4k
1.7k
TensorFlow IO
Dataset, streaming, and file system extensions, maintained by SIG IO.
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TensorFlow JVM
Language bindings for Java and other JVM languages, such as Scala or Kotlin.
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783
245
KerasCV
A library of modular components for common computer vision tasks such as data augmentation, classification, object detection, segmentation, and more.
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852
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KerasNLP
An easily customizable natural language processing library providing modular components and state-of-the-art preset weights and architectures.
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587
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TensorFlow Lattice
A library for flexible, controlled and interpretable ML solutions with common-sense shape constraints.
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515
102
TensorFlow Lite Micro
A library to run ML models on digital signal processors (DSPs), microcontrollers, and other devices with limited memory.
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1.4k
679
TensorFlow Lite Model Maker
A library that simplifies model training for on-device natural language processing, vision, and audio applications.
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TensorFlow Lite Support
A toolkit to customize model interface on Android, create metadata, and build inference pipelines for mobile deployment.
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336
119
TensorFlow Metadata
Utilities for passing TensorFlow-related metadata between tools.
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ML Metadata
A library for recording and retrieving MLOps metadata associated with machine learning workflows.
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566
127
TensorFlow Model Analysis
A library for deep analysis of model results beyond simple training metrics, to measure edge and corner cases and bias.
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1.2k
267
Model Card Toolkit
A collection of tools to generate documents that provide context and transparency into a model's development and performance.
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391
82
Model Optimization Toolkit
A suite of tools for optimizing ML models for deployment and execution.
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1.4k
321
TensorFlow Model Remediation
A library to help create and train models in a way that reduces or eliminates user harm resulting from underlying performance biases.
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42
19
NdArray
Utilities for manipulating data in a n-dimensional space in Java, maintained by SIG JVM.
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60
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Neural Structured Learning
A learning framework to train neural networks by leveraging structured signals in addition to feature inputs.
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971
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TensorFlow Privacy
A Python library that includes implementations of TensorFlow optimizers for training machine learning models with differential privacy.
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1.8k
439
TensorFlow Probability
A library for probabilistic reasoning and statistical analysis.
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4k
1.1k
TensorFlow Quantum
A quantum machine learning library for rapid prototyping of hybrid quantum-classical ML models.
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1.7k
520
TensorFlow Ranking
A library for Learning-to-Rank (LTR) techniques on the TensorFlow platform.
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2.7k
477
TensorFlow Recommenders
A library for building recommender system models.
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1.7k
249
TensorFlow Recommenders Addons
A collection of community projects introducing Dynamic Embedding Technology to large-scale recommendation systems built upon TensorFlow
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TensorFlow Serving
A flexible, high-performance serving system for machine learning models, designed for production environments
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6k
2.2k
Sonnet
A library from DeepMind for constructing neural networks.
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9.6k
1.4k
TensorFlow Text
A collection of text- and NLP-related classes and ops ready to use with TensorFlow 2.
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1.2k
308
TensorFlow Transform
A library for large-scale feature engineering and eliminating training-serving skew.
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970
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TensorFlow.js
A hardware-accelerated library for training and deploying ML models using JavaScript or Node.js.
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17.8k
1.9k
TFX
An end-to-end platform for deploying production ML pipelines.
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2k
688
TFX-Addons
A collection of community projects to build new components, examples, libraries, and tools for TFX.
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119
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