Repository: CODAIT/max-central-repo Branch: master Commit: 5cb1739ee45e Files: 8 Total size: 49.5 KB Directory structure: gitextract_w0bpt2r4/ ├── .github/ │ └── ISSUE_TEMPLATE/ │ ├── new-model.md │ └── support.md ├── .gitignore ├── CODE_OF_CONDUCT.md ├── MAINTAINERS.md ├── README.md ├── contribution.md └── max-model-status.md ================================================ FILE CONTENTS ================================================ ================================================ FILE: .github/ISSUE_TEMPLATE/new-model.md ================================================ --- name: New Model Proposal about: Propose a new model title: 'name of my new model' labels: 'model-proposal' assignees: '' --- Please fill out the relevant template with as much detail as you can provide. ## New Model Proposal 1. Model Name: 2. Domain (e.g., Computer Vision, Natural Language Processing, Audio): 3. Application (e.g., Object Detection, Image Classification): 4. Model Detailed Description: 5. Model License: 6. Model Training Data Link and License: 7. Paper Reference if any: 8. Owner details (Name and Email): 9. License for Model: 10. Model Framework: 11. Source repository (if applicable): ## Code Change 1. Which model(s) are affected? If this is about a particular MAX model, please close this page and ask in their respective repository. You can find a list of the repositories [here](https://github.com/CODAIT/max-central-repo/blob/master/max-model-status.md). 2. If it is performance issue, describe the bug: 3. Link to the code to reproduce the issue: 4. System information (OS/Framework + version/Python version): 5. Include logs to diagnose the problem: 6. Link to the solution: 7. Link to the test cases: ## Feature Request 1. Which model(s) is this request for? If this is about a particular MAX model, please close this page and ask in their respective repository. You can find a list of the repositories [here](https://github.com/CODAIT/max-central-repo/blob/master/max-model-status.md). 2. Is there already an existing implementation in case of a feature request? 3. What will be the benefit of the change? 4. Will this change impact the current API? 5. Link to the solution: 6. Link to the test cases: ================================================ FILE: .github/ISSUE_TEMPLATE/support.md ================================================ --- name: Support about: Create a ticket for support title: 'A brief description of my support question' labels: 'question' assignees: '' --- # General Discussion Ask general question about MAX here. If the question is about a particular MAX model please ask in the respective repository. You can find a list of the repositories [here](https://github.com/CODAIT/max-central-repo/blob/master/max-model-status.md). ### Details ### If relavant, what is your system environment? - Operating system: - Docker version: [Output from `docker --version`] - CPU: - RAM: ================================================ FILE: .gitignore ================================================ .DS_store # Byte-compiled / optimized / DLL files __pycache__/ *.py[cod] *$py.class # C extensions *.so # Distribution / packaging .Python env/ build/ develop-eggs/ dist/ downloads/ eggs/ .eggs/ lib/ lib64/ parts/ sdist/ var/ wheels/ *.egg-info/ .installed.cfg *.egg # PyInstaller # Usually these files are written by a python script from a template # before PyInstaller builds the exe, so as to inject date/other infos into it. *.manifest *.spec # Installer logs pip-log.txt pip-delete-this-directory.txt # Unit test / coverage reports htmlcov/ .tox/ .coverage .coverage.* .cache nosetests.xml coverage.xml *.cover .hypothesis/ # Translations *.mo *.pot # Django stuff: *.log local_settings.py # Flask stuff: instance/ .webassets-cache # Scrapy stuff: .scrapy # Sphinx documentation docs/_build/ # PyBuilder target/ # Jupyter Notebook .ipynb_checkpoints # pyenv .python-version # celery beat schedule file celerybeat-schedule # SageMath parsed files *.sage.py # dotenv .env # virtualenv .venv venv/ ENV/ # Spyder project settings .spyderproject .spyproject # Rope project settings .ropeproject # mkdocs documentation /site # mypy .mypy_cache/ .idea/ ================================================ FILE: CODE_OF_CONDUCT.md ================================================ The Model Asset Exchange contributors and maintainers are dedicated to providing a harassment-free experience for everyone, regardless of gender, gender identity and expression, sexual orientation, disability, physical appearance, body size, age, race, or religion. We do not tolerate harassment of participants in any form. This code of conduct applies to all Model Asset Exchange spaces, both online and off. Anyone who violates this code of conduct may be sanctioned or expelled from these spaces at the discretion of the IBM Open Source team. We may add additional rules over time, which will be made clearly available to participants. Participants are responsible for knowing and abiding by these rules. ================================================ FILE: MAINTAINERS.md ================================================ # Maintainers Guide Following is the current list of maintainers on this project The maintainers are listed in alphabetical order. - Alex Bozarth - Brendan Dwyer - Bryan Cutler - Daniel Jalova - Edward Leardi - Fei Hu - Frederick Reiss - Gabriela de Queiroz - Hong Xu - I-Hong Jhuo - Jerome Nilmeier - Karthik Muthuraman - Nick Pentreath - Patrick Titzler - Simon Plovyt - Saishruthi Swaminathan - Va Barbosa ================================================ FILE: README.md ================================================
# ## :exclamation: We are Open Source and We Welcome Contributions :exclamation: Our mission at [CODAIT](http://codait.org) is to democratize AI, to make AI technologies accessible to practitioners who understand real-world problems and enable them to develop AI solutions that solve these problems. The core technologies behind today’s AI systems rely heavily on open-source software projects. Going from raw data to training data to models to solutions requires many open technologies, and it’s crucial that these technologies not only work well, but work well together. Our developers and data scientists are continually improving these frameworks with our targeted open source contributions, making them work better both individually and as an integrated pipeline. Hence our name — the Center for Open-Source Data and AI Technologies. Subscribe to our newsletters to keep updated with the recent announcements [here](https://developer.ibm.com/newsletters/). # Model Asset Exchange The Model Asset Exchange on IBM Developer is a place for developers to find and use free, open source, state-of-the-art deep learning models for common application domains. The curated list includes deployable models that you can run as a microservice locally or in the cloud on contanerization platforms like Docker, Kubernetes or OpenShift, and trainable models where you can use your own data to train the models. Models are licensed under the [Apache 2.0 License](https://www.apache.org/licenses/LICENSE-2.0). Domains covered: Text, Vision, Audio, and Time-Series. Models can be consumed via: 1. Any [programming language](https://github.com/IBM/MAX-Object-Detector/blob/master/demo.ipynb) 2. [WebApp](https://developer.ibm.com/patterns/create-a-web-app-to-interact-with-objects-detected-using-machine-learning/) 3. [Node-RED Flow](http://ibm.biz/max-for-node-red) 4. [Serverless App](https://developer.ibm.com/tutorials/deploy-a-model-asset-exchange-microservice-on-red-hat-openshift/) 5. [CodePen](https://codepen.io/collection/DzdpJM/#) # Contact Us If you have any questions that you would like to discuss with us: 1. For general discussion, you are welcome to open an issue in [our issue tracker](https://github.com/CODAIT/max-central-repo/issues/new). 2. For a question about a particular model, you are welcome to open an issue in the corresponding repository. You can find a list of the repositories [here](https://github.com/CODAIT/max-central-repo/blob/master/max-model-status.md). # Contributing to the Model Asset Exchange We welcome anyone who wants to make contributions to the Model Asset Exchange. Please review the [contribution guidelines](contribution.md). This project adheres to code of conduct mentioned [here](CODE_OF_CONDUCT.md). By participating, you are expected to uphold this code. 1. To start a general discussion create an issue in this repo. 2. For model-specific questions, go to the corresponding model repository and create an issue. 3. For those who want to contribute a model to MAX, here is a quick summary of the process: - To contribute code, documentation, or tests, please submit a pull request in the model's repository (a list is [available](https://github.com/CODAIT/max-central-repo/blob/master/max-model-status.md)). - Our [maintainers](MAINTAINERS.md) will review your proposal. - If approved, wrap the model using the [MAX-Skeleton as a guide](https://github.com/IBM/MAX-Skeleton). We use Github Pull Requests for tracking requests and bugs, please direct any questions to [our Slack channel](https://model-asset-exchange.slack.com/join/shared_invite/enQtNDQ4OTQxODUyMTYwLTI1NzgyMTRlNWE4ZGE3NmQ5ZjJhYjEwZjA3ZmY4NWViN2MxMWJiZjg0NzM1MTNiZGYwYmQ0MjQ2Mzk3YzI1Yjc). # Model Information 1. [Deployable Models](#deployable-models) 2. [Deployable and Trainable Models](#deployable-and-trainable-models) ## Deployable Models | Domain | Model | Framework | Dataset | Application | Model Consumption | | ---- | --------------------------------------| ---------- | ------- | ----------- | ----------------- | | Audio | [Audio Classifier](https://developer.ibm.com/exchanges/models/all/max-audio-classifier/)| Keras/TensorFlow | [Google AudioSet](https://research.google.com/audioset/) | Classification |

[Demo](https://developer.ibm.com/patterns/train-and-evaluate-an-audio-classifier-using-keras-and-jupyter-notebook/)
[Node-RED](https://flows.nodered.org/flow/eaef0871ea62242d32f370d9352ee4ca)
[CodePen](https://codepen.io/collection/DzdpJM/)| | Audio | [Audio Embedding Generator](https://developer.ibm.com/exchanges/models/all/max-audio-embedding-generator/)| TensorFlow | [Google Audio Dataset](https://research.google.com/audioset/) | Embeddings || | Audio | [Audio Sample Generator](https://developer.ibm.com/exchanges/models/all/max-audio-sample-generator/)| TensorFlow | [Speech Commands](https://www.kaggle.com/c/tensorflow-speech-recognition-challenge/data) and [FMA](http://freemusicarchive.org/) |Audio Modeling || | Audio | [Speech to Text Converter](https://developer.ibm.com/exchanges/models/all/max-speech-to-text-converter/)| TensorFlow | [Mozilla Common Voice](https://voice.mozilla.org/en) | Speech Recognition || | NLP | [Text Summarizer](https://developer.ibm.com/exchanges/models/all/max-text-summarizer/)| TensorFlow | [CNN / Daily Mail](https://github.com/JafferWilson/Process-Data-of-CNN-DailyMail) | Text Summarization|| | NLP | [Toxic Comment Classifier](https://developer.ibm.com/exchanges/models/all/max-toxic-comment-classifier/)| PyTorch | [Kaggle Toxic Comment Classification dataset](https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge/data) | Text Classification || | NLP | [Chinese Phonetic Similarity Estimator](https://developer.ibm.com/exchanges/models/all/max-chinese-phonetic-similarity-estimator/)| Python || Text Clustering/Phonetics || | NLP | [News Text Generator](https://developer.ibm.com/exchanges/models/all/max-news-text-generator/)| TensorFlow | [One Billion Word Benchmark Dataset](http://www.statmt.org/lm-benchmark/) | Language Modeling || | NLP | [Review Text Generator](https://developer.ibm.com/exchanges/models/all/max-review-text-generator/) | Keras | [Kaggle Yelp Reviews Dataset](https://www.kaggle.com/c/yelp-recruiting/data) | Language Modeling || | Vision | [Breast Cancer Mitosis Detector](https://developer.ibm.com/exchanges/models/all/max-breast-cancer-mitosis-detector/)| Keras | [TUPAC16](http://tupac.tue-image.nl/node/3) | Image Classification || | Vision | [Fast Neural Style Transfer](https://developer.ibm.com/exchanges/models/all/max-fast-neural-style-transfer/)| PyTorch | [COCO 2014](http://mscoco.org/dataset/#download) | Style Transfer || | Vision | [Human Pose Estimator](https://developer.ibm.com/exchanges/models/all/max-human-pose-estimator/)| TensorFlow | [COCO](http://cocodataset.org/)| Human Pose Estimation |

[Demo](https://developer.ibm.com/patterns/making-music-with-the-max-human-pose-estimator-and-tensorflowjs/)
[WebApp](https://ibm.github.io/max-human-pose-estimator-tfjs/)
[Node-RED](https://flows.nodered.org/flow/1ef026c41e36a6f2fcca1ec2de342678)
[CodePen](https://codepen.io/collection/DzdpJM/)| | Vision | [Image Caption Generator](https://developer.ibm.com/exchanges/models/all/max-image-caption-generator/)| TensorFlow | [COCO](http://mscoco.org/) | Image Caption Generator |

[Demo](https://developer.ibm.com/patterns/create-a-web-app-to-interact-with-machine-learning-generated-image-captions/)
[WebApp](http://max-image-caption-generator-web-app.mybluemix.net/?_ga=2.142126706.134192302.1567630407-1923667995.1567630407)
[Node-RED](https://flows.nodered.org/flow/ab4de9fdc1e2f63e472ada8976b422b7)
[CodePen](https://codepen.io/collection/DzdpJM/)| | Vision | [Image Colorizer](https://developer.ibm.com/exchanges/models/all/max-image-colorizer/)| TensorFlow | [COCO](http://mscoco.org/) | Image Coloring || | Vision | [Image Resolution Enhancer](https://developer.ibm.com/exchanges/models/all/max-image-resolution-enhancer/)| TensorFlow | [OpenImages v4](https://storage.googleapis.com/openimages/web/index.html)|Super-Resolution || | Vision | [Inception-ResNet-v2](https://developer.ibm.com/exchanges/models/all/max-inception-resnet-v2/)| Keras | [ImageNet](http://www.image-net.org/)| Image Classification | [Node-RED](https://flows.nodered.org/flow/8e6fbc1ad88a156c040aa0f96031f04a)| | Vision | [Nucleus Segmenter](https://developer.ibm.com/exchanges/models/all/max-nucleus-segmenter/)| Keras | [2018 Data Science Bowl](https://data.broadinstitute.org/bbbc/BBBC038/) | Object Detection || | Vision | [Scene Classifier](https://developer.ibm.com/exchanges/models/all/max-scene-classifier/)| PyTorch | [Places365](http://places2.csail.mit.edu/download.html) | Image Classification | [Node-RED](https://flows.nodered.org/flow/196917d2af313396a0bf3c737c9d2d5b) | | Vision | [Sports Video Classifier](https://developer.ibm.com/exchanges/models/all/max-sports-video-classifier/)| TensorFlow | [Sports-1M](https://cs.stanford.edu/people/karpathy/deepvideo/) | Video Classification || | Time-Series| [Weather Forecaster](https://developer.ibm.com/exchanges/models/all/max-weather-forecaster/)| TensorFlow/Keras | [JFK Airport Weather Data, NOAA](https://www.ncdc.noaa.gov/cdo-web/datasets/LCD/stations/WBAN:94789/detail) | Weather Prediction || ## Deployable and Trainable Models | Domain | Model | Framework | Training Dataset for Deployable Model| Application | Model Consumption | | ---- | --------------------------------------| ---------- | ------- | ----------- | ----------------- | | NLP | [Text Sentiment Classifier](https://developer.ibm.com/exchanges/models/all/max-text-sentiment-classifier/)| TensorFlow | [IBM Claim Stance Dataset](http://www.research.ibm.com/haifa/dept/vst/debating_data.shtml?_ga=2.71410259.134192302.1567630407-1923667995.1567630407) | Sentiment Analysis || | NLP | [Named Entity Tagger](https://developer.ibm.com/exchanges/models/all/max-named-entity-tagger/)| Keras | [Groningen Meaning Bank (GMB) Dataset](http://gmb.let.rug.nl/data.php) | Named Entity Recognition || | NLP | [Question Answering](https://developer.ibm.com/exchanges/models/all/max-question-answering/) | TensorFlow | [SQuAD 1.1 Dataset](https://rajpurkar.github.io/SQuAD-explorer/) | Question and Answer || | NLP | [Word Embedding Generator](https://developer.ibm.com/exchanges/models/all/max-word-embedding-generator/)| TensorFlow | Random Text | Word Embeddings | | Vision | [Object Detector](https://developer.ibm.com/exchanges/models/all/max-object-detector/)| TensorFlow | [COCO](http://mscoco.org/) | Object Detection |

[WebApp](http://max-object-detector.max.us-south.containers.appdomain.cloud/app/)
[Node-RED](https://flows.nodered.org/flow/33d3214c1f5774009ffbc983c96f1594)
[CodePen](https://codepen.io/collection/DzdpJM/)| | Vision | [ResNet-50](https://developer.ibm.com/exchanges/models/all/max-resnet-50/)| Keras | [ImageNet](http://www.image-net.org/) | Image Classification || | Vision | [Image Segmenter](https://developer.ibm.com/exchanges/models/all/max-image-segmenter/)| TensorFlow | [VOC2012 ~10k images](http://host.robots.ox.ac.uk/pascal/VOC/voc2012/) | Semantic Image Segmentation |

[Demo](https://developer.ibm.com/patterns/max-image-segmenter-magic-cropping-tool-web-app/)
[WebApp](https://codait.github.io/max-photo-booth/)
[Node-RED](https://flows.nodered.org/flow/d905e599add7f49cb71890df78b458d7)
[CodePen](https://codepen.io/collection/DzdpJM/) | ## General resources 1. Check the current status for the [Model Asset Exchange](https://developer.ibm.com/exchanges/models/) ecosystem [here](max-model-status.md). 2. MAX Framework: Python package that contains common code shared across all MAX models - ([link](https://github.com/IBM/MAX-Framework)) 3. MAX Skeleton: Docker based deployment skeleton for deep learning models on the Model Asset Exchange - ([link](https://github.com/IBM/MAX-Skeleton)) 1. MAX Training Framework: WML training framework library for the Model Asset Exchange ([link](https://github.com/IBM/MAX-Training-Framework)) ## Tutorials 1. [Get started with the Model Asset Exchange](https://developer.ibm.com/tutorials/getting-started-with-the-ibm-code-model-asset-exchange/) 1. [Deploy deep learning models on Red Hat OpenShift](https://developer.ibm.com/tutorials/deploy-a-model-asset-exchange-microservice-on-red-hat-openshift/) 1. [Deploy MAX models to the cloud with Kubernetes](https://developer.ibm.com/tutorials/deploy-max-models-to-ibm-cloud-with-kubernetes/) 1. [Leverage deep learning in IBM Cloud Functions](https://developer.ibm.com/tutorials/leverage-deep-learning-in-apache-openwhisk-ibm-cloud-functions/) 1. [Leverage deep learning in your Node-RED flows](https://developer.ibm.com/tutorials/learn-how-to-leverage-deep-learning-in-your-node-red-flows/) 1. [Use Node-RED Node Generator to create new nodes from APIs and services](https://developer.ibm.com/tutorials/use-node-red-node-generator-to-create-new-nodes-from-apis-and-services/) ## Blogs 1. [Get an introduction to the Model Asset Exchange on IBM Developer](https://developer.ibm.com/articles/introduction-to-the-model-asset-exchange-on-ibm-developer/) 2. [Open source and AI at IBM](https://developer.ibm.com/blogs/open-source-ibm-and-ai/) 3. [Expanding the reach of the IBM Model Asset eXchange](https://developer.ibm.com/blogs/announcing-a-new-batch-of-model-asset-exchange-models/) 4. [An introduction to the internals of the Model Asset eXchange](https://developer.ibm.com/blogs/an-introduction-to-the-internals-of-model-asset-exchange/) 5. [Where are my new models for NLP? They’re here!](https://developer.ibm.com/blogs/max-models-for-natural-language-processing) 6. [Running MAX Deep Learning models on Raspberry Pi](https://developer.ibm.com/technologies/artificial-intelligence/blogs/running-max-deep-learning-models-on-raspberry-pi) ## Slides and Video Recordings ### Slides 1. [Slide - Ready to use Deep Learning Models: All You Need is 5 Minutes (Gabriela de Queiroz)](https://speakerdeck.com/kroz/ready-to-use-deep-learning-models-all-you-need-is-5-minutes) 2. [Slide - Demystifying Data Science (Gabriela de Queiroz)](http://bit.ly/dl-for-all) ### Videos 1. [Video - Image Cropping Web App (Nick Kasten)](https://www.youtube.com/watch?v=Kxnzpbl0YEQ) (based on the [demp application](https://developer.ibm.com/patterns/max-image-segmenter-magic-cropping-tool-web-app/) code pattern) *About* : Use a free, open-source deep learning model to detect different types of objects in an image, then interact with them in a drag-and-drop web application. 2. [Video - Object Detector Web App demo (Alex Bozarth)](https://www.youtube.com/watch?v=Hs6sVWmfVFw) *About* : The IBM Model Asset eXchange (MAX) has given application developers without data science experience easy access to prebuilt machine learning models. This web app uses the Object Detector from MAX and creates a simple web UI that displays bounding boxes around detected objects in an image and lets you filter the objects based on their label and probable accuracy given by the model. 3. [Video - Lighting Talk: IBM Code Model Asset Exchange (Brendan Dwyer)](https://youtu.be/4MFgJNDPGjU) *About*: This talk walks you through the process of building Model Asset Exchange 4. [Video - Bringing an AI Ecosystem to the Domain Expert and Enterprise AI Developer (Frederick Reiss & Vijay Bommireddipalli)](https://youtu.be/mNLl9E5p-xE) *About* : In this talk, we’ll break down the challenges a domain expert faces today in applying AI to real-world problems. We’ll talk about the challenges that a domain expert needs to overcome in order to go from “I know a model of this type exists” to “I can tell an application developer how to apply this model to my domain.” 5. [Video - Deploying Machine Learning Models in Practice (Nick Pentreath)](https://youtu.be/9tOlyKxkRcc) *About* : The talk will cover various options for the most popular and widely used ML libraries, including MLeap, TF Serving and open standards such as PMML, PFA and the recently announced ONNX for Deep Learning. I will also introduce Aardpfark, initially covering Spark ML pipelines - as well as experimental work for exporting Spark ML pipelines to TensorFlow graphs for use with TF Serving. 6. [Video - Lessons Learned Building an Open Deep Learning Model Exchange (Nick Pentreath)](https://youtu.be/6vvl8OdmS14) *About* : This talk walks you through the process of building MAX and shares challenges and problems encountered, the solutions developed, and the lessons learned, along with best practices for cross-framework, standardized deep learning model training and deployment. 7. [Video - Deploy Deep Learning models as Microservices in minutes - Gabriela de Queiroz, Karthik Muthuraman and Saishruthi Swaminathan](https://www.youtube.com/watch?v=L8nuj_RxbUk&t=1117s) *About* The talk will cover Model Asset Exchange, Data Asset Exchange and explains steps for wrapping a custom model using MAX-Framework. ## Community 1. [Join Community Slack](https://model-asset-exchange.slack.com/join/shared_invite/enQtNDQ4OTQxODUyMTYwLTI1NzgyMTRlNWE4ZGE3NmQ5ZjJhYjEwZjA3ZmY4NWViN2MxMWJiZjg0NzM1MTNiZGYwYmQ0MjQ2Mzk3YzI1Yjc) 2. [CODAIT Twitter](https://twitter.com/ibmcodait) 3. [CODAIT Medium](https://medium.com/codait) 4. [IBM Developer](https://developer.ibm.com/newsletters/) 5. [GitHub Issues](https://github.com/CODAIT/max-central-repo/issues) ================================================ FILE: contribution.md ================================================ # Contribution Guide This is an open source project, and we appreciate your help! Generally, we expect two maintainers to review your pull request before it is approved for merging. Please follow the guidelines below before submitting the pull request. ## Open Source Licenses All models in the Model Asset Exchange are released under the [Apache License Version 2](https://www.apache.org/licenses/LICENSE-2.0) or a similar open-source license. If releasing a pretrained model then the data must also be released under an open-source license such as the [Community Data License Agreement – Sharing, Version 1.0 (CDLA-Sharing-1.0)](https://cdla.io/sharing-1-0/) (preferred) or [Creative Commons Share-Alike (CC BY-SA 4.0)](https://creativecommons.org/licenses/by-sa/4.0/). ## Merge approval Every pull request requires approval from one maintainer who is not the author of the pull request. ## Does the proposed model or code change have positive impact? Pull requests that do not have a positive impact should be closed without merging. A positive impact is anything with a concrete improvement. A positive impact is a very broad concept and includes things as small as minor improvements in code readability and the UI. Still, some proposed changes may not impose a positive impact to the project. This usually happens when the change merely reflects the author's personal preference, such as a minor change in the color of displayed text without a particular reason, etc. For any given pull request related to model addition, ask yourself "is this model a new addition to the domain?" and "is this a state-of-the-art model for the proposed application?" If so, does the pull request (or associated issue) describe the benefit brought by the model? If not, please add that information. Before merging code, remember to check for the following: - Are new unit tests in place that test all new features introduced? - Does the code pass through `flake8`? - Is documentation in place for the new feature or model? #### Contributors Below is an (incomplete) list of people (in alphabetical order) who have contributed to this project via code, tests, or documentation: - Alex Bozarth - Anooj Patel - Brendan Dwyer - Bryan Cutler - Collin Abidi - Daniel Jalova - Edward Leardi - Fei Hu - Frederick Reiss - Gabriela de Queiroz - Garima Singh - Hong Xu - I-Hong Jhuo - Jerome Nilmeier - Karthik Muthuraman - Nakul Jindal - Nick Pentreath - Mike Dusenberry - Patrick Titzler - Saishruthi Swaminathan - Simon Plovyt - Va Barbosa ================================================ FILE: max-model-status.md ================================================ # Model Asset Exchange ecosystem status Current status for the https://developer.ibm.com/exchanges/models/ ecosystem. ## | Use Case | Model | Status | Latest Release | | ---- | ---- | ---- | ---- | | Audio | [Audio Embedding Generator](https://github.com/IBM/MAX-Audio-Embedding-Generator) | [![Build Status](https://travis-ci.com/IBM/MAX-Audio-Embedding-Generator.svg?branch=master)](https://travis-ci.com/IBM/MAX-Audio-Embedding-Generator) [![API demo](https://img.shields.io/website/http/MAX-Audio-Embedding-Generator.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/swagger.json.svg?label=API%20demo&down_message=down&up_message=up)](http://MAX-Audio-Embedding-Generator.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Audio-Embedding-Generator.svg)](https://github.com/IBM/MAX-Audio-Embedding-Generator/releases/latest) | | | [Audio Classifier](https://github.com/IBM/MAX-Audio-Classifier) | [![Build Status](https://travis-ci.com/IBM/MAX-Audio-Classifier.svg?branch=master)](https://travis-ci.com/IBM/MAX-Audio-Classifier) [![API demo](https://img.shields.io/website/http/MAX-Audio-Classifier.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/swagger.json.svg?label=API%20demo&down_message=down&up_message=up)](http://MAX-Audio-Classifier.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Audio-Classifier.svg)](https://github.com/IBM/MAX-Audio-Classifier/releases/latest) | | | [Audio Sample Generator](https://github.com/IBM/MAX-Audio-Sample-Generator) | [![Build Status](https://travis-ci.com/IBM/MAX-Audio-Sample-Generator.svg?branch=master)](https://travis-ci.com/IBM/MAX-Audio-Sample-Generator) [![API demo](https://img.shields.io/website/http/MAX-Audio-Sample-Generator.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/swagger.json.svg?label=API%20demo&down_message=down&up_message=up)](http://MAX-Audio-Sample-Generator.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Audio-Sample-Generator.svg)](https://github.com/IBM/MAX-Audio-Sample-Generator/releases/latest) | | | [Speech to Text Converter](https://github.com/IBM/MAX-Speech-to-Text-Converter) | [![Build Status](https://travis-ci.com/IBM/MAX-Speech-to-Text-Converter.svg?branch=master)](https://travis-ci.com/IBM/MAX-Speech-to-Text-Converter) [![API demo](https://img.shields.io/website/http/MAX-Speech-to-Text-Converter.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/swagger.json.svg?label=API%20demo&down_message=down&up_message=up)](http://MAX-Speech-to-Text-Converter.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/)| [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Speech-to-Text-Converter.svg)](https://github.com/IBM/MAX-Speech-to-Text-Converter/releases/latest) | | Image | [Inception-ResNet-v2](https://github.com/IBM/MAX-Inception-ResNet-v2) | [![Build Status](https://travis-ci.com/IBM/MAX-Inception-ResNet-v2.svg?branch=master)](https://travis-ci.com/IBM/MAX-Inception-ResNet-v2) [![API demo](https://img.shields.io/website/http/MAX-Inception-ResNet-v2.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/swagger.json.svg?label=API%20demo&down_message=down&up_message=up)](http://MAX-Inception-ResNet-v2.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/)| [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Inception-ResNet-v2.svg)](https://github.com/IBM/MAX-Inception-ResNet-v2/releases/latest) | | | [Image Resolution Enhancer](https://github.com/IBM/MAX-Image-Resolution-Enhancer) | [![Build Status](https://travis-ci.com/IBM/MAX-Image-Resolution-Enhancer.svg?branch=master)](https://travis-ci.com/IBM/MAX-Image-Resolution-Enhancer) [![API demo](https://img.shields.io/website/http/MAX-Image-Resolution-Enhancer.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/swagger.json.svg?label=API%20demo&down_message=down&up_message=up)](http://MAX-Image-Resolution-Enhancer.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/)| [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Image-Resolution-Enhancer.svg)](https://github.com/IBM/MAX-Image-Resolution-Enhancer/releases/latest) | | | [ResNet-50](https://github.com/IBM/MAX-ResNet-50) | [![Build Status](https://travis-ci.com/IBM/MAX-ResNet-50.svg?branch=master)](https://travis-ci.com/IBM/MAX-ResNet-50) [![API demo](https://img.shields.io/website/http/MAX-ResNet-50.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/swagger.json.svg?label=API%20demo&down_message=down&up_message=up)](http://MAX-ResNet-50.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-ResNet-50.svg)](https://github.com/IBM/MAX-ResNet-50/releases/latest) | | | [Image Caption Generator](https://github.com/IBM/MAX-Image-Caption-Generator) | [![Build Status](https://travis-ci.com/IBM/MAX-Image-Caption-Generator.svg?branch=master)](https://travis-ci.com/IBM/MAX-Image-Caption-Generator) [![API demo](https://img.shields.io/website/http/MAX-Image-Caption-Generator.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/swagger.json.svg?label=API%20demo&down_message=down&up_message=up)](http://MAX-Image-Caption-Generator.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Image-Caption-Generator.svg)](https://github.com/IBM/MAX-Image-Caption-Generator/releases/latest) | | | [Image Segmenter](https://github.com/IBM/MAX-Image-Segmenter) | [![Build Status](https://travis-ci.com/IBM/MAX-Image-Segmenter.svg?branch=master)](https://travis-ci.com/IBM/MAX-Image-Segmenter) [![API demo](https://img.shields.io/website/http/MAX-Image-Segmenter.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/swagger.json.svg?label=API%20demo&down_message=down&up_message=up)](http://MAX-Image-Segmenter.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Image-Segmenter.svg)](https://github.com/IBM/MAX-Image-Segmenter/releases/latest) | | | [Image Colorizer](https://github.com/IBM/MAX-Image-Colorizer) | [![Build Status](https://travis-ci.com/IBM/MAX-Image-Colorizer.svg?branch=master)](https://travis-ci.com/IBM/MAX-Image-Colorizer) [![API demo](https://img.shields.io/website/http/MAX-Image-Colorizer.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/swagger.json.svg?label=API%20demo&down_message=down&up_message=up)](http://MAX-Image-Colorizer.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Image-Colorizer.svg)](https://github.com/IBM/MAX-Image-Colorizer/releases/latest) | | | [Object Detector](https://github.com/IBM/MAX-Object-Detector) | [![Build Status](https://travis-ci.com/IBM/MAX-Object-Detector.svg?branch=master)](https://travis-ci.com/IBM/MAX-Object-Detector) [![API demo](https://img.shields.io/website/http/MAX-object-detector.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/swagger.json.svg?label=API%20demo&down_message=down&up_message=up)](http://MAX-object-detector.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Object-Detector.svg)](https://github.com/IBM/MAX-Object-Detector/releases/latest) | | | [Fast Neural Style Transfer](https://github.com/IBM/MAX-Fast-Neural-Style-Transfer) | [![Build Status](https://travis-ci.com/IBM/MAX-Fast-Neural-Style-Transfer.svg?branch=master)](https://travis-ci.com/IBM/MAX-Fast-Neural-Style-Transfer) [![API demo](https://img.shields.io/website/http/MAX-Fast-Neural-Style-Transfer.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/swagger.json.svg?label=API%20demo&down_message=down&up_message=up)](http://MAX-Fast-Neural-Style-Transfer.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Fast-Neural-Style-Transfer.svg)](https://github.com/IBM/MAX-Fast-Neural-Style-Transfer/releases/latest) | | | [Breast Cancer Mitosis Detector](https://github.com/IBM/MAX-Breast-Cancer-Mitosis-Detector) | [![Build Status](https://travis-ci.com/IBM/MAX-Breast-Cancer-Mitosis-Detector.svg?branch=master)](https://travis-ci.com/IBM/MAX-Breast-Cancer-Mitosis-Detector) [![API demo](https://img.shields.io/website/http/MAX-Breast-Cancer-Mitosis-Detector.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/swagger.json.svg?label=API%20demo&down_message=down&up_message=up)](http://MAX-Breast-Cancer-Mitosis-Detector.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Breast-Cancer-Mitosis-Detector.svg)](https://github.com/IBM/MAX-Breast-Cancer-Mitosis-Detector/releases/latest) | | | [Scene Classifier](https://github.com/IBM/MAX-Scene-Classifier) | [![Build Status](https://travis-ci.com/IBM/MAX-Scene-Classifier.svg?branch=master)](https://travis-ci.com/IBM/MAX-Scene-Classifier) [![API demo](https://img.shields.io/website/http/MAX-Scene-Classifier.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/swagger.json.svg?label=API%20demo&down_message=down&up_message=up)](http://MAX-Scene-Classifier.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Scene-Classifier.svg)](https://github.com/IBM/MAX-Scene-Classifier/releases/latest) | | | [Human Pose Estimator](https://github.com/IBM/MAX-Human-Pose-Estimator) | [![Build Status](https://travis-ci.com/IBM/MAX-Human-Pose-Estimator.svg?branch=master)](https://travis-ci.com/IBM/MAX-Human-Pose-Estimator) [![API demo](https://img.shields.io/website/http/MAX-Human-Pose-Estimator.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/swagger.json.svg?label=API%20demo&down_message=down&up_message=up)](http://MAX-Human-Pose-Estimator.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Human-Pose-Estimator.svg)](https://github.com/IBM/MAX-Human-Pose-Estimator/releases/latest) | | | [Optical Character Recognition](https://github.com/IBM/MAX-OCR) | [![Build Status](https://travis-ci.com/IBM/MAX-OCR.svg?branch=master)](https://travis-ci.com/IBM/MAX-OCR) [![API demo](https://img.shields.io/website/http/MAX-OCR.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/swagger.json.svg?label=API%20demo&down_message=down&up_message=up)](http://MAX-OCR.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-OCR.svg)](https://github.com/IBM/MAX-OCR/releases/latest) | | | Video | [Sports Video Classifier](https://github.com/IBM/MAX-Sports-Video-Classifier) | [![Build Status](https://travis-ci.com/IBM/MAX-Sports-Video-Classifier.svg?branch=master)](https://travis-ci.com/IBM/MAX-Sports-Video-Classifier) [![API demo](https://img.shields.io/website/http/MAX-Sports-Video-Classifier.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/swagger.json.svg?label=API%20demo&down_message=down&up_message=up)](http://MAX-Sports-Video-Classifier.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Sports-Video-Classifier.svg)](https://github.com/IBM/MAX-Sports-Video-Classifier/releases/latest) | | NLP | [Review Text Generator](https://github.com/IBM/MAX-Review-Text-Generator) | [![Build Status](https://travis-ci.com/IBM/MAX-Review-Text-Generator.svg?branch=master)](https://travis-ci.com/IBM/MAX-Review-Text-Generator) [![API demo](https://img.shields.io/website/http/MAX-Review-Text-Generator.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/swagger.json.svg?label=API%20demo&down_message=down&up_message=up)](http://MAX-Review-Text-Generator.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Review-Text-Generator.svg)](https://github.com/IBM/MAX-Review-Text-Generator/releases/latest) | | | [News Text Generator](https://github.com/IBM/MAX-News-Text-Generator) | [![Build Status](https://travis-ci.com/IBM/MAX-News-Text-Generator.svg?branch=master)](https://travis-ci.com/IBM/MAX-News-Text-Generator) [![API demo](https://img.shields.io/website/http/MAX-News-Text-Generator.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/swagger.json.svg?label=API%20demo&down_message=down&up_message=up)](http://MAX-News-Text-Generator.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-News-Text-Generator.svg)](https://github.com/IBM/MAX-News-Text-Generator/releases/latest) | | | [Question Answering](https://github.com/IBM/MAX-Question-Answering) | [![Build Status](https://travis-ci.com/IBM/MAX-Question-Answering.svg?branch=master)](https://travis-ci.com/IBM/MAX-Question-Answering) [![API demo](https://img.shields.io/website/http/max-question-answering.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/swagger.json.svg?label=API%20demo&down_message=down&up_message=up)](http://max-question-answering.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Question-Answering.svg)](https://github.com/IBM/MAX-question-answering/releases/latest) | | | [Text Sentiment Classifier](https://github.com/IBM/MAX-Text-Sentiment-Classifier) | [![Build Status](https://travis-ci.com/IBM/MAX-Text-Sentiment-Classifier.svg?branch=master)](https://travis-ci.com/IBM/MAX-Text-Sentiment-Classifier) [![API demo](https://img.shields.io/website/http/MAX-Text-Sentiment-Classifier.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/swagger.json.svg?label=API%20demo&down_message=down&up_message=up)](http://MAX-Text-Sentiment-Classifier.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Text-Sentiment-Classifier.svg)](https://github.com/IBM/MAX-Text-Sentiment-Classifier/releases/latest) | | | [Toxic Comment Classifier](https://github.com/IBM/MAX-Toxic-Comment-Classifier) | [![Build Status](https://travis-ci.com/IBM/MAX-Toxic-Comment-Classifier.svg?branch=master)](https://travis-ci.com/IBM/MAX-Toxic-Comment-Classifier) [![API demo](https://img.shields.io/website/http/MAX-Toxic-Comment-Classifier.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/swagger.json.svg?label=API%20demo&down_message=down&up_message=up)](http://MAX-Toxic-Comment-Classifier.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Toxic-Comment-Classifier.svg)](https://github.com/IBM/MAX-Toxic-Comment-Classifier/releases/latest) | | | [Named Entity Tagger](https://github.com/IBM/MAX-Named-Entity-Tagger) | [![Build Status](https://travis-ci.com/IBM/MAX-Named-Entity-Tagger.svg?branch=master)](https://travis-ci.com/IBM/MAX-Named-Entity-Tagger) [![API demo](https://img.shields.io/website/http/MAX-Named-Entity-Tagger.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/swagger.json.svg?label=API%20demo&down_message=down&up_message=up)](http://MAX-Named-Entity-Tagger.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Named-Entity-Tagger.svg)](https://github.com/IBM/MAX-Named-Entity-Tagger/releases/latest) | | | [Chinese Phonetic Similarity Estimator](https://github.com/IBM/MAX-Chinese-Phonetic-Similarity-Estimator) | [![Build Status](https://travis-ci.com/IBM/MAX-Chinese-Phonetic-Similarity-Estimator.svg?branch=master)](https://travis-ci.com/IBM/MAX-Chinese-Phonetic-Similarity-Estimator) [![API demo](https://img.shields.io/website/http/max-chinese-phonetic-similarity-estimator.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/swagger.json.svg?label=API%20demo&down_message=down&up_message=up)](http://max-chinese-phonetic-similarity-estimator.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Chinese-Phonetic-Similarity-Estimator.svg)](https://github.com/IBM/MAX-Chinese-Phonetic-Similarity-Estimator/releases/latest) | | | [Text Summarizer](https://github.com/IBM/MAX-Text-Summarizer) | [![Build Status](https://travis-ci.com/IBM/MAX-Text-Summarizer.svg?branch=master)](https://travis-ci.com/IBM/MAX-Text-Summarizer) [![API demo](https://img.shields.io/website/http/MAX-Text-Summarizer.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/swagger.json.svg?label=API%20demo&down_message=down&up_message=up)](http://MAX-Text-Summarizer.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Text-Summarizer.svg)](https://github.com/IBM/MAX-Text-Summarizer/releases/latest) | | | [Word Embedding Generator](https://github.com/IBM/MAX-Word-Embedding-Generator) | | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Word-Embedding-Generator.svg)](https://github.com/IBM/MAX-Word-Embedding-Generator/releases/latest) | | Weather | [Weather Forecaster](https://github.com/IBM/MAX-Weather-Forecaster) | [![Build Status](https://travis-ci.com/IBM/MAX-Weather-Forecaster.svg?branch=master)](https://travis-ci.com/IBM/MAX-Weather-Forecaster) [![API demo](https://img.shields.io/website/http/MAX-Weather-Forecaster.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/swagger.json.svg?label=API%20demo&down_message=down&up_message=up)](http://MAX-Weather-Forecaster.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Weather-Forecaster.svg)](https://github.com/IBM/MAX-Weather-Forecaster/releases/latest) | ### Supporting libraries | Name | Status | Distributions | | ---- | ---- | ---- | | [Node-RED module](https://github.com/CODAIT/node-red-contrib-model-asset-exchange/) | [![Build Status](https://travis-ci.org/CODAIT/node-red-contrib-model-asset-exchange.svg?branch=master)](https://travis-ci.org/CODAIT/node-red-contrib-model-asset-exchange) | [![npm version](https://badge.fury.io/js/node-red-contrib-model-asset-exchange.svg)](https://badge.fury.io/js/node-red-contrib-model-asset-exchange) | | [MAX-Base](https://github.com/IBM/MAX-Base) | [![Build Status](https://travis-ci.com/IBM/MAX-Base.svg?branch=master)](https://travis-ci.com/IBM/MAX-Base) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Base.svg)](https://github.com/IBM/MAX-Base/releases/latest) | | [MAX Framework](https://github.com/IBM/MAX-Framework) | [![Build Status](https://travis-ci.com/IBM/MAX-Framework.svg?branch=master)](https://travis-ci.com/IBM/MAX-Framework) | [![PyPi release](https://img.shields.io/pypi/v/maxfw.svg)](https://pypi.org/project/maxfw/) | | [MAX-Skeleton](https://github.com/IBM/MAX-Skeleton) | [![Build Status](https://travis-ci.com/IBM/MAX-Skeleton.svg?branch=master)](https://travis-ci.com/IBM/MAX-Skeleton) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Skeleton.svg)](https://github.com/IBM/MAX-Skeleton/releases/latest) | | [MAX Training Framework](https://github.com/IBM/MAX-Training-Framework) | [![Build Status](https://travis-ci.com/IBM/MAX-Training-Framework.svg?branch=master)](https://travis-ci.com/IBM/MAX-Training-Framework) | [![PyPi release](https://img.shields.io/pypi/v/max-training-framework.svg)](https://pypi.org/project/max-training-framework/) | | [MAX Training Skeleton](https://github.com/IBM/MAX-Training-Skeleton) | [![Build Status](https://travis-ci.com/IBM/MAX-Training-Skeleton.svg?branch=master)](https://travis-ci.com/IBM/MAX-Training-Skeleton) | | ### Demo applications | Name | Status | Latest Release | | ---- | ---- | ---- | | [Question Answering Web App](https://github.com/IBM/MAX-Question-Answering-Web-App) | [![Build Status](https://travis-ci.com/IBM/MAX-Question-Answering-Web-App.svg?branch=master)](https://travis-ci.com/github/IBM/MAX-Question-Answering-Web-App) [![Website Status](https://img.shields.io/website/http/max-question-answering-web-app.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud.svg)](http://max-question-answering-web-app.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/) | [![GitHub release](https://img.shields.io/github/v/release/IBM/MAX-Question-Answering-Web-App.svg)](https://github.com/IBM/MAX-Question-Answering-Web-App/releases/latest) | | [Image Caption Generator Web App](https://github.com/IBM/MAX-Image-Caption-Generator-Web-App) | [![Build Status](https://travis-ci.org/IBM/MAX-Image-Caption-Generator-Web-App.svg?branch=master)](https://travis-ci.org/IBM/MAX-Image-Caption-Generator-Web-App) [![Website](https://img.shields.io/website/http/max-image-caption-generator-web-app.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud.svg)](http://max-image-caption-generator-web-app.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Image-Caption-Generator-Web-App.svg)](https://github.com/IBM/MAX-Image-Caption-Generator-Web-App/releases/latest) | | [Object Detector Web App](https://github.com/IBM/MAX-Object-Detector-Web-App) | [![Build Status](https://travis-ci.org/IBM/MAX-Object-Detector-Web-App.svg?branch=master)](https://travis-ci.org/IBM/MAX-Object-Detector-Web-App) [![Website](https://img.shields.io/website/http/MAX-object-detector.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/app.svg)](http://MAX-object-detector.codait-prod-41208c73af8fca213512856c7a09db52-0000.us-east.containers.appdomain.cloud/app/) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Object-Detector-Web-App.svg)](https://github.com/IBM/MAX-Object-Detector-Web-App/releases/latest) | | [Image Segmenter Web App](https://github.com/IBM/MAX-Image-Segmenter-Web-App) | [![Build Status](https://travis-ci.org/IBM/MAX-Image-Segmenter-Web-App.svg?branch=master)](https://travis-ci.org/IBM/MAX-Image-Segmenter-Web-App) [![Website](https://img.shields.io/website/http/codait.github.io/max-photo-booth.svg)](https://codait.github.io/max-photo-booth/) | [![GitHub release](https://img.shields.io/github/release/IBM/MAX-Image-Segmenter-Web-App.svg)](https://github.com/IBM/MAX-Image-Segmenter-Web-App/releases/latest) | | [Human Pose Estimator](https://github.com/IBM/max-human-pose-estimator-tfjs) | [![Website](https://img.shields.io/website/https/ibm.github.io/max-human-pose-estimator-tfjs.svg)](https://ibm.github.io/max-human-pose-estimator-tfjs/) | [![GitHub release](https://img.shields.io/github/release/IBM/max-human-pose-estimator-tfjs.svg)](https://github.com/IBM/max-human-pose-estimator-tfjs/releases/latest) | | [Web App skeleton](https://github.com/CODAIT/MAX-Web-App-skeleton) | [![Build Status](https://travis-ci.org/CODAIT/MAX-Web-App-skeleton.svg?branch=master)](https://travis-ci.org/CODAIT/MAX-Web-App-skeleton) | [![GitHub release](https://img.shields.io/github/release/CODAIT/MAX-Web-App-skeleton.svg)](https://github.com/CODAIT/MAX-Web-App-skeleton/releases/latest) | | [Max Tutorial App - Python](https://github.com/IBM/max-tutorial-app-python) | [![Build Status](https://travis-ci.org/IBM/max-tutorial-app-python.svg?branch=master)](https://travis-ci.org/IBM/max-tutorial-app-python) | [![GitHub release](https://img.shields.io/github/release/IBM/max-tutorial-app-python.svg)](https://github.com/IBM/max-tutorial-app-python/releases/latest) | | [Max Tutorial App - NodeJS](https://github.com/IBM/max-tutorial-app-nodejs) | [![Build Status](https://travis-ci.org/IBM/max-tutorial-app-nodejs.svg?branch=master)](https://travis-ci.org/IBM/max-tutorial-app-nodejs) | [![GitHub release](https://img.shields.io/github/release/IBM/max-tutorial-app-nodejs.svg)](https://github.com/IBM/max-tutorial-app-nodejs/releases/latest) |