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None Developing a TensorBoard plugin Overview You know (and, we hope, love!) TensorBoard’s core features like the scalar dashboard, the graph explorer, and the embedding projector. However, in every TensorBoard user’s life, there comes a time when they want some cool new visualization that just…doesn’t exist yet. That’s what the TensorBoard plugin system is for. We want to enable everyone in the TensorFlow community to add new dashboards and visualizations to TensorBoard. You can do...
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A library for generalized sequence to sequence models T2T: Tensor2Tensor Transformers T2T is a modular and extensiblelibrary and binaries for supervised learning with TensorFlow and with supportfor sequence tasks. It is actively used and maintained by researchers andengineers within the Google Brain team. You can read more about Tensor2Tensor inthe recent Google Research Blog post introducingit . We're eager to collaborate with you on extending T2T, so please feelfree to open an issue onGitHub...
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A library for benchmarking vulnerability to adversarial examples CleverHans (v1.0.0) This repository contains the source code for CleverHans , a Python library tobenchmark machine learning systems' vulnerability to adversarial examples .You can learn more about such vulnerabilities on the accompanying blog . The CleverHans library is under continual development, always welcomingcontributions of the latest attacks and defenses.In particular, we always welcome help towards resolving the issues...
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TensorFlow's Visualization Toolkit TensorBoard TensorBoard is a suite of web applications for inspecting and understanding yourTensorFlow runs and graphs. This README gives an overview of key concepts in TensorBoard, as well as how tointerpret the visualizations TensorBoard provides. For an in-depth example ofusing TensorBoard, see the tutorial: [TensorBoard: VisualizingLearning][].For in-depth information on the Graph Visualizer, see this tutorial: TensorBoard: Graph Visualization . You may...
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Models built with TensorFlow TensorFlow Models This repository contains a number of different models implemented in TensorFlow : The official models are a collection of example models that use TensorFlow's high-level APIs. They are intended to be well-maintained, tested, and kept up to date with the latest stable TensorFlow API. They should also be reasonably optimized for fast performance while still being easy to read. We especially recommend newer TensorFlow users to start here. The research...
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A library for generalized sequence to sequence models T2T: Tensor2Tensor Transformers T2T is a modular and extensiblelibrary and binaries for supervised learning with TensorFlow and with a focus onsequence tasks. Actively used and maintained by researchers and engineers withinGoogle Brain, T2T strives to maximize idea bandwidth and minimize executionlatency. T2T is particularly well-suited to researchers working on sequence tasks. We'reeager to collaborate with you on extending T2T's powers, so...
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Magenta: Music and Art Generation with Machine Intelligence Magenta is a project from the Google Brain team that asks: Can we use machine learning to create compelling art and music? Ifso, how? If not, why not? We’ll use TensorFlow ,and we’ll release our models and tools in open source on this GitHub. We’ll alsopost demos, tutorial blog postings, and technical papers. If you’d like to keepup on Magenta as it grows, you can read our blog and or join our discussion group . Getting Started...
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Models built with TensorFlow TensorFlow Models This repository contains machine learning models implemented in TensorFlow . The models are maintained by theirrespective authors. To propose a model for inclusion, please submit a pullrequest. Currently, the models are compatible with TensorFlow 1.0 or later. If you arerunning TensorFlow 0.12 or earlier, please upgrade your installation . Models adversarial_crypto : protecting communications with adversarial neural cryptography. adversarial_text :...
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Computation using data flow graphs for scalable machine learning | Linux CPU | Linux GPU | Mac OS CPU | Windows CPU | Android ||-----------------|---------------------|------------------|-------------------|---------------|| | | | | | TensorFlow is an open source software library for numerical computation usingdata flow graphs. The graph nodes represent mathematical operations, whilethe graph edges represent the multidimensional data arrays (tensors) that flowbetween them. This flexible...
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Computation using data flow graphs for scalable machine learning | Linux CPU | Linux GPU | Mac OS CPU | Windows CPU | Android ||-----------------|---------------------|------------------|-------------------|---------------|| | | | | | TensorFlow is an open source software library for numerical computation usingdata flow graphs. The graph nodes represent mathematical operations, whilethe graph edges represent the multidimensional data arrays (tensors) that flowbetween them. This flexible...
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Models built with TensorFlow TensorFlow Models This repository contains machine learning models implemented in TensorFlow . The models are maintained by theirrespective authors. To propose a model for inclusion, please submit a pullrequest. Currently, the models are compatible with TensorFlow 1.0 or later. If you arerunning TensorFlow 0.12 or earlier, please upgrade your installation . Models adversarial_crypto : protecting communications with adversarial neural cryptography. adversarial_text :...
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Computation using data flow graphs for scalable machine learning | Linux CPU | Linux GPU | Mac OS CPU | Windows CPU | Android ||-----------------|---------------------|------------------|-------------------|---------------|| | | | | | TensorFlow is an open source software library for numerical computation usingdata flow graphs. Nodes in the graph represent mathematical operations, whilethe graph edges represent the multidimensional data arrays (tensors) that flowbetween them. This flexible...
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A library of RL tools TensorFlow Agents This project provides optimized infrastructure for reinforcement learning. Itextends the OpenAI gym interface to multiple parallel environmentsand allows agents to be implemented in TensorFlow and perform batchedcomputation. As a starting point, we provide BatchPPO, an optimizedimplementation of Proximal Policy Optimization . Please cite the white paper if you use code from this projectin your research: bibtex@misc{hafner2017agents, title={TensorFlow...
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Download the bundle tensorflow-tensorflow_-_2018-11-29_23-04-55.bundle and run: git clone tensorflow-tensorflow_-_2018-11-29_23-04-55.bundle -b master An Open Source Machine Learning Framework for Everyone | Documentation ||-----------------|| | TensorFlow is an open source software library for numerical computationusing data flow graphs. The graph nodes represent mathematical operations, whilethe graph edges represent the multidimensional data arrays (tensors) that flowbetween them. This...
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Computation using data flow graphs for scalable machine learning | Linux CPU | Linux GPU | Mac OS CPU | Windows CPU | Android ||-----------------|---------------------|------------------|-------------------|---------------|| | | | | | TensorFlow is an open source software library for numerical computation usingdata flow graphs. The graph nodes represent mathematical operations, whilethe graph edges represent the multidimensional data arrays (tensors) that flowbetween them. This flexible...
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Download the bundle tensorflow-tensorflow_-_2018-12-01_04-35-42.bundle and run: git clone tensorflow-tensorflow_-_2018-12-01_04-35-42.bundle -b master An Open Source Machine Learning Framework for Everyone | Documentation ||-----------------|| | TensorFlow is an open source software library for numerical computationusing data flow graphs. The graph nodes represent mathematical operations, whilethe graph edges represent the multidimensional data arrays (tensors) that flowbetween them. This...
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Download the bundle tensorflow-tensorflow_-_2018-12-13_01-19-47.bundle and run: git clone tensorflow-tensorflow_-_2018-12-13_01-19-47.bundle -b master An Open Source Machine Learning Framework for Everyone | Documentation ||-----------------|| | TensorFlow is an open source software library for numerical computationusing data flow graphs. The graph nodes represent mathematical operations, whilethe graph edges represent the multidimensional data arrays (tensors) that flowbetween them. This...
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Computation using data flow graphs for scalable machine learning | Linux CPU | Linux GPU | Mac OS CPU | Windows CPU | Android ||-----------------|---------------------|------------------|-------------------|---------------|| | | | | | TensorFlow is an open source software library for numerical computation usingdata flow graphs. The graph nodes represent mathematical operations, whilethe graph edges represent the multidimensional data arrays (tensors) that flowbetween them. This flexible...
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| Linux CPU | Linux GPU | Mac OS CPU | Windows CPU | Android ||-----------------|---------------------|------------------|-------------------|---------------|| | | | | | TensorFlow is an open source software library for numerical computation usingdata flow graphs. Nodes in the graph represent mathematical operations, whilethe graph edges represent the multidimensional data arrays (tensors) that flowbetween them. This flexible architecture lets you deploy computation to oneor more CPUs or GPUs...
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Computation using data flow graphs for scalable machine learning | Linux CPU | Linux GPU | Mac OS CPU | Windows CPU | Android ||-----------------|---------------------|------------------|-------------------|---------------|| | | | | | TensorFlow is an open source software library for numerical computation usingdata flow graphs. The graph nodes represent mathematical operations, whilethe graph edges represent the multidimensional data arrays (tensors) that flowbetween them. This flexible...
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Download the bundle tensorflow-tensorflow_-_2019-01-23_12-42-18.bundle and run: git clone tensorflow-tensorflow_-_2019-01-23_12-42-18.bundle -b master An Open Source Machine Learning Framework for Everyone | Documentation ||-----------------|| | TensorFlow is an open source software library for numerical computationusing data flow graphs. The graph nodes represent mathematical operations, whilethe graph edges represent the multidimensional data arrays (tensors) that flowbetween them. This...
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Computation using data flow graphs for scalable machine learning | Linux CPU | Linux GPU | Mac OS CPU | Windows CPU | Android ||-----------------|---------------------|------------------|-------------------|---------------|| | | | | | TensorFlow is an open source software library for numerical computation usingdata flow graphs. The graph nodes represent mathematical operations, whilethe graph edges represent the multidimensional data arrays (tensors) that flowbetween them. This flexible...
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Computation using data flow graphs for scalable machine learning | Linux CPU | Linux GPU | Mac OS CPU | Windows CPU | Android ||-----------------|---------------------|------------------|-------------------|---------------|| | | | | | TensorFlow is an open source software library for numerical computation usingdata flow graphs. The graph nodes represent mathematical operations, whilethe graph edges represent the multidimensional data arrays (tensors) that flowbetween them. This flexible...
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Efficient Batched Reinforcement Learning in TensorFlow TensorFlow Agents This project provides optimized infrastructure for reinforcement learning. Itextends the OpenAI gym interface to multiple parallel environmentsand allows agents to be implemented in TensorFlow and perform batchedcomputation. As a starting point, we provide BatchPPO, an optimizedimplementation of Proximal Policy Optimization . Please cite the TensorFlow Agents paper if you use code fromthis project in your research:...
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Download the bundle tensorflow-tensorflow_-_2019-02-03_11-42-36.bundle and run: git clone tensorflow-tensorflow_-_2019-02-03_11-42-36.bundle -b master An Open Source Machine Learning Framework for Everyone | Documentation ||-----------------|| | TensorFlow is an open source software library for numerical computationusing data flow graphs. The graph nodes represent mathematical operations, whilethe graph edges represent the multidimensional data arrays (tensors) that flowbetween them. This...
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Models and examples built with TensorFlow TensorFlow Models This repository contains a number of different models implemented in TensorFlow : The official models are a collection of example models that use TensorFlow's high-level APIs. They are intended to be well-maintained, tested, and kept up to date with the latest stable TensorFlow API. They should also be reasonably optimized for fast performance while still being easy to read. We especially recommend newer TensorFlow users to start here....
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Computation using data flow graphs for scalable machine learning | Linux CPU | Linux GPU | Mac OS CPU | Windows CPU | Android ||-----------------|---------------------|------------------|-------------------|---------------|| | | | | | TensorFlow is an open source software library for numerical computation usingdata flow graphs. The graph nodes represent mathematical operations, whilethe graph edges represent the multidimensional data arrays (tensors) that flowbetween them. This flexible...
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Computation using data flow graphs for scalable machine learning | Linux CPU | Linux GPU | Mac OS CPU | Windows CPU | Android ||-----------------|---------------------|------------------|-------------------|---------------|| | | | | | TensorFlow is an open source software library for numerical computation usingdata flow graphs. The graph nodes represent mathematical operations, whilethe graph edges represent the multidimensional data arrays (tensors) that flowbetween them. This flexible...
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Download the bundle tensorflow-tensorflow_-_2018-12-10_18-57-32.bundle and run: git clone tensorflow-tensorflow_-_2018-12-10_18-57-32.bundle -b master An Open Source Machine Learning Framework for Everyone | Documentation ||-----------------|| | TensorFlow is an open source software library for numerical computationusing data flow graphs. The graph nodes represent mathematical operations, whilethe graph edges represent the multidimensional data arrays (tensors) that flowbetween them. This...
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Computation using data flow graphs for scalable machine learning | Linux CPU | Linux GPU | Mac OS CPU | Windows CPU | Android ||-----------------|---------------------|------------------|-------------------|---------------|| | | | | | TensorFlow is an open source software library for numerical computation usingdata flow graphs. The graph nodes represent mathematical operations, whilethe graph edges represent the multidimensional data arrays (tensors) that flowbetween them. This flexible...
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Computation using data flow graphs for scalable machine learning | Linux CPU | Linux GPU | Mac OS CPU | Windows CPU | Android ||-----------------|---------------------|------------------|-------------------|---------------|| | | | | | TensorFlow is an open source software library for numerical computation usingdata flow graphs. The graph nodes represent mathematical operations, whilethe graph edges represent the multidimensional data arrays (tensors) that flowbetween them. This flexible...
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Download the bundle tensorflow-tensorflow_-_2018-11-29_11-07-41.bundle and run: git clone tensorflow-tensorflow_-_2018-11-29_11-07-41.bundle -b master An Open Source Machine Learning Framework for Everyone | Documentation ||-----------------|| | TensorFlow is an open source software library for numerical computationusing data flow graphs. The graph nodes represent mathematical operations, whilethe graph edges represent the multidimensional data arrays (tensors) that flowbetween them. This...
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Download the bundle tensorflow-tensorflow_-_2019-03-07_13-21-50.bundle and run: git clone tensorflow-tensorflow_-_2019-03-07_13-21-50.bundle -b master An Open Source Machine Learning Framework for Everyone | Documentation ||-----------------|| | TensorFlow is an open source software library for numerical computationusing data flow graphs. The graph nodes represent mathematical operations, whilethe graph edges represent the multidimensional data arrays (tensors) that flowbetween them. This...
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Models and examples built with TensorFlow TensorFlow Models This repository contains a number of different models implemented in TensorFlow : The official models are a collection of example models that use TensorFlow's high-level APIs. They are intended to be well-maintained, tested, and kept up to date with the latest stable TensorFlow API. They should also be reasonably optimized for fast performance while still being easy to read. We especially recommend newer TensorFlow users to start here....
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Download the bundle tensorflow-tensorflow_-_2018-11-09_22-26-20.bundle and run: git clone tensorflow-tensorflow_-_2018-11-09_22-26-20.bundle -b master An Open Source Machine Learning Framework for Everyone | Documentation ||-----------------|| | TensorFlow is an open source software library for numerical computation usingdata flow graphs. The graph nodes represent mathematical operations, whilethe graph edges represent the multidimensional data arrays (tensors) that flowbetween them. This...
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Download the bundle tensorflow-tensorflow_-_2018-07-14_05-36-07.bundle and run: git clone tensorflow-tensorflow_-_2018-07-14_05-36-07.bundle -b master Computation using data flow graphs for scalable machine learning | Documentation ||-----------------|| | TensorFlow is an open source software library for numerical computation usingdata flow graphs. The graph nodes represent mathematical operations, whilethe graph edges represent the multidimensional data arrays (tensors) that flowbetween them....
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