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https://github.com/collabnix/docker-aiml-stories
A Curated List of Docker AI/ML case studies
https://github.com/collabnix/docker-aiml-stories
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A Curated List of Docker AI/ML case studies
- Host: GitHub
- URL: https://github.com/collabnix/docker-aiml-stories
- Owner: collabnix
- Created: 2024-07-26T12:11:22.000Z (4 months ago)
- Default Branch: main
- Last Pushed: 2024-07-31T18:52:16.000Z (3 months ago)
- Last Synced: 2024-10-12T06:14:29.419Z (about 1 month ago)
- Homepage:
- Size: 500 KB
- Stars: 7
- Watchers: 1
- Forks: 3
- Open Issues: 2
-
Metadata Files:
- Readme: README.md
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README
# 👉 A Curated List of Docker AI/ML Use Cases
This repo is a curated list of Docker AI/ML use cases and case studies.
## Table of Contents
- [Blog](#blog)
- [Generative AI](#generative-ai)
- [Hugging Face Integration](#hugging-face)
- [AI/ML Use Cases](#generic-ai)
- [Deployment and Automation](#aiassistants-and-automation)
- [Developer Tools and Projects](#developer-tools-and-projects)
- [Health and Wellness Applications](#health-and-wellness)
- [Education and Learning](#education-and-learning)
- [NLP and Communication](#natural-language-processing-nlp-and-communication)
- [Security and Monitoring](#security-and-monitoring)
- [Documentation and Knowledge Management](#documentation-and-knowledge-management)
- [Videos](#videos)
- [Workshops and Labs](#genai-stack-labs-and-workshop)
- [Contributors](#contributors)
# Blog
## Generative AI
- [Getting Started with GenAI Stack powered with Docker, LangChain, Neo4j and Ollama](https://collabnix.com/getting-started-with-genai-stack-powered-with-docker-langchain-neo4j-and-ollama/)
- [Introducing a New GenAI Stack: Streamlined AI/ML Integration Made Easy](https://www.docker.com/blog/introducing-a-new-genai-stack/)
- [Local LLM Messenger: Chat with GenAI on Your iPhone](https://www.docker.com/blog/local-llm-messenger-chat-with-genai-on-your-iphone/) 
- [Using Generative AI to Create Runnable Markdown](https://www.docker.com/blog/using-generative-ai-to-create-runnable-markdown/) 
- [ReadMeAI: An AI-powered README Generator for Developers](https://www.docker.com/blog/readmeai-an-ai-powered-readme-generator-for-developers/) 
- [Build Your Own AI-Driven Code Analysis Chatbot for Developers with the GenAI Stack](https://www.docker.com/blog/build-your-own-ai-driven-code-analysis-chatbot-genai-stack/)
- [A Quick Guide to Containerizing Llamafile with Docker for AI Applications](https://www.docker.com/blog/a-quick-guide-to-containerizing-llamafile-with-docker-for-ai-applications/)
- [A Promising Methodology for Testing GenAI Applications in Java](https://www.docker.com/blog/testing-genai-applications-in-java/)
- [Building a Video Analysis and Transcription Chatbot with the GenAI Stack](https://www.docker.com/blog/building-a-video-analysis-and-transcription-chatbot-with-the-genai-stack/)
- [Build Multimodal GenAI Apps with OctoAI and Docker](https://www.docker.com/blog/build-multimodal-genai-apps-with-octoai-and-docker/)
- [LLM Everywhere: Docker for Local and Hugging Face Hosting](https://www.docker.com/blog/llm-docker-for-local-and-hugging-face-hosting/)
- [Build and Deploy a LangChain-Powered Chat App with Docker and Streamlit](https://www.docker.com/blog/build-and-deploy-a-langchain-powered-chat-app-with-docker-and-streamlit/)
## Hugging Face
- [How to Run Hugging Face Models Programmatically Using Ollama and Testcontainers](https://www.docker.com/blog/how-to-run-hugging-face-models-programmatically-using-ollama-and-testcontainers/)
- [Effortlessly Build Machine Learning Apps with Hugging Face’s Docker Spaces](https://www.docker.com/blog/build-machine-learning-apps-with-hugging-faces-docker-spaces/)
- [Docker and Hugging Face Partner to Democratize AI](https://www.docker.com/blog/docker-and-hugging-face-partner-to-democratize-ai/)
## Generic AI
- [How an AI Assistant Can Help Configure Your Project’s Git Hooks](https://www.docker.com/blog/how-an-ai-assistant-can-help-configure-your-projects-git-hooks/) 
- [Docker Documentation Gets an AI-Powered Assistant](https://www.docker.com/blog/docker-documentation-ai-powered-assistant/) 
- [The Strategic Imperative of AI in 2024](https://www.docker.com/blog/the-strategic-imperative-of-ai-in-2024/)
- [“@docker can you help me…”: An Early Look at the Docker Extension for GitHub Copilot](https://www.docker.com/blog/preview-docker-extension-for-github-copilot/)
- [Streamline the Development of Real-Time AI Applications with MindsDB Docker Extension](https://www.docker.com/blog/mindsdb-docker-extension/)
- [Creating AI-Enhanced Document Management with the GenAI Stack](https://www.docker.com/blog/creating-ai-enhanced-document-management-with-the-genai-stack/)
- [Better Debugging: How the Signal0ne Docker Extension Uses AI to Simplify Container Troubleshooting](https://www.docker.com/blog/debug-containers-ai-signal0ne-docker-extension/)
- [AI Trends Report 2024: AI’s Growing Role in Software Development](https://www.docker.com/blog/ai-trends-report-2024/)
- [Docker Partners with NVIDIA to Support Building and Running AI/ML Applications](https://www.docker.com/blog/docker-nvidia-support-building-running-ai-ml-apps/)
- [Empowering Data-Driven Development: Docker’s Collaboration with Snowflake and Docker AI Advancements](https://www.docker.com/blog/docker-collaboration-snowflake-snowpark/)
- [Announcing Docker AI/ML Hackathon](https://www.docker.com/blog/announcing-docker-ai-ml-hackathon/)
- [How IKEA Retail Standardizes Docker Images for Efficient Machine Learning Model Deployment](https://www.docker.com/blog/how-ikea-retail-standardizes-docker-images-for-efficient-machine-learning-model-deployment/)
- [How to Get Started with the Weaviate Vector Database on Docker](https://www.docker.com/blog/how-to-get-started-weaviate-vector-database-on-docker/)
- [Accelerating Machine Learning with TensorFlow.js: Using Pretrained Models and Docker](https://www.docker.com/blog/accelerating-machine-learning-with-tensorflow-js-using-pretrained-models-and-docker/)
- [Sentiment Analysis and Insights on Cryptocurrencies Using Docker and Containerized AI/ML Models](https://www.docker.com/blog/sentiment-analysis-and-insights-on-cryptocurrencies-using-docker-and-containerized-ai-ml-models/)
- [Supercharging AI/ML Development with JupyterLab and Docker](https://www.docker.com/blog/supercharging-ai-ml-development-with-jupyterlab-and-docker/)
- [Why Are There More Than 100 Million Pull Requests for AI/ML Images on Docker Hub?](https://www.docker.com/blog/100-million-pull-requests-for-ai-ml-images-docker-hub/)
- [Optimizing Deep Learning Workflows: Leveraging Stable Diffusion and Docker on WSL 2](https://www.docker.com/blog/stable-diffusion-and-docker-on-wsl2/)
- [Conversational AI Made Easy: Developing an ML FAQ Model Demo from Scratch Using Rasa and Docker](https://www.docker.com/blog/developing-using-rasa-and-docker/)
- [Full-Stack Reproducibility for AI/ML with Docker and Kaskada](https://www.docker.com/blog/full-stack-reproducibility-for-ai-ml-with-docker-kaskada/)
- [How to Develop and Deploy a Customer Churn Prediction Model Using Python, Streamlit, and Docker](https://www.docker.com/blog/how-to-develop-and-deploy-a-customer-churn-prediction-model-using-python-streamlit-and-docker/)
- [Build and Deploy a Retail Store Items Detection System Using No-Code AI Vision at the Edge](https://www.docker.com/blog/build-retail-store-items-detection-system-no-code-ai/)
- [How to Train and Deploy a Linear Regression Model Using PyTorch](https://www.docker.com/blog/how-to-train-and-deploy-a-linear-regression-model-using-pytorch-part-1/)
- [How to Deploy GPU-Accelerated Applications on Amazon ECS with Docker Compose](https://www.docker.com/blog/deploy-gpu-accelerated-applications-on-amazon-ecs-with-docker-compose/)
- [Top Developer Trends for 2021](https://www.docker.com/blog/top-developer-trends-for-2021/)
- [Depend on Docker for Kubeflow](https://www.docker.com/blog/depend-on-docker-for-kubeflow/)
## AI/ML Deployment
- [SeamlessML: Docker-Powered Serverless Model Orchestration](https://devpost.com/software/seamlessml-docker-powered-serverless-model-orchestration)
- [Python Package for ML deployments](https://devpost.com/software/python-package-for-ml-deployments)
- [Callisto: An ML starter template using Docker](https://devpost.com/software/callisto-an-ml-starter-template-using-docker)
- [AI/ML based data processing application with Docker](https://devpost.com/software/a-docker-distributed-ai-ml-data-processing-application)
- [DeepCySec](https://devpost.com/software/deepcysec)
- [Containerized Online Bandit Experimentation (COBE) Platform](https://devpost.com/software/containerized-online-bandit-experimentation-cobe-platform)
## Developer Tools and Projects
- [Signal0ne](https://devpost.com/software/signal0ne)
- [Dionysus](https://devpost.com/software/dionysus)
- [DockerImageAnalyzer](https://devpost.com/software/dockerimageoptimizer)
- [Docker Pulse](https://devpost.com/software/dockerpulse-8iovtd)
- [Techdocs](https://devpost.com/software/atlascode)
- [Docker Genius](https://devpost.com/software/docker-genius)
- [Docker Copilot](https://devpost.com/software/docker-copilot)
- [CodeBot](https://devpost.com/software/codebot)
- [local mlops monitoring](https://devpost.com/software/local-mlops-monitoring)
- [DockerAIML Beginner Project](https://devpost.com/software/dockeraiml-project)
- [Docker Image Optimizer](https://devpost.com/software/docker-image-optimizer)
- [docker network visualization using openai](https://devpost.com/software/docker-network-visualization-using-openai)
- [docker-my-app](https://devpost.com/software/docker-my-app)
- [Combodock](https://devpost.com/software/combodock)
## AI Assistants and Automation
- [Chiral AI - Chat with PRDs and Create Tickets in Record Time](https://devpost.com/software/nextgen-0y4arn)
- [GitChats AI](https://devpost.com/software/gitchats)
- [ReadmeAI](https://devpost.com/software/readmeai)
- [SIFTBOX](https://devpost.com/software/smealty)
- [RavenML: Automate Business Workflows with AI and Docker](https://devpost.com/software/business-insights-ml)
- [P8Hub - Private AI Hub](https://devpost.com/software/p8hub-private-ai-hub)
- [QGenie](https://devpost.com/software/qgenie)
## Health and Wellness
- [Health Square](https://devpost.com/software/health-square-62u9ob)
- [HeartFul Wellness](https://devpost.com/software/heartful-wellness)
- [Medical Image Analysis using Docker](https://devpost.com/software/medical-image-analysis-using-docker)
- [Segment life saver](https://devpost.com/software/segment-life-saver)
- [Diabetes-ml-project](https://devpost.com/software/diabetes-ml-project)
## Education and Learning
- [Dataficial](https://devpost.com/software/dataficial)
- [EduSign](https://devpost.com/software/edusign-6hmxje)
- [Coursify: AI generated course on any topic with video & quiz](https://devpost.com/software/coursify-ai-generated-course-on-any-topic-with-video-quiz)
## Natural Language Processing (NLP) and Communication
- [Local LLM Messenger (lollmm)](https://devpost.com/software/local-lingo-messenger)
- [Text Summarizer](https://devpost.com/software/news-summarizer-puxflk)
- [Multi-document Summarizer as a Service](https://devpost.com/software/multi-document-summarizer-as-a-service)
- [ContextualConnect Pro](https://devpost.com/software/contextualconnect-pro)
- [Nlp base chat app](https://devpost.com/software/nlp-base-chat-app)
## AI-Powered Applications
- [SolPredict](https://devpost.com/software/solpredict)
- [Gait Analyzer](https://devpost.com/software/gait-analyzer)
- [Facial Recognition](https://devpost.com/software/facial-recognition-6dj387)
- [Robot Hand controlled with camera using ML](https://devpost.com/software/robot-hand-controlled-with-camera-using-ml)
- [AI ride](https://devpost.com/software/ai-ride)
- [Image Max](https://devpost.com/software/image-max)
- [BrainWave Diagnosis](https://devpost.com/software/brainwave-diagnosis)
- [Telco Churn Calculator](https://devpost.com/software/telco-churn-calculator)
- [Movie Budget Prediction](https://devpost.com/software/movie-budget-prediction)
- [Thrift Taste](https://devpost.com/software/expenditure-tracker)
## Security and Monitoring
- [Docker Log Sentiment Analyzer](https://devpost.com/software/sentiment-analysis-mj3vb4)
- [DeepCySec](https://devpost.com/software/deepcysec)
## Documentation and Knowledge Management
- [Techdocs](https://devpost.com/software/atlascode)
- [GitDoc - AI-generated code documentation](https://devpost.com/software/gitdoc-ai-generated-code-documentation)
- [Code Explorer](https://devpost.com/software/code-explorer)
## Miscellaneous
- [Bold Pilot](https://devpost.com/software/bold-pilot)
- [ChatGpt system using Docker](https://devpost.com/software/chatgpt-system-using-docker)
- [apina.io](https://devpost.com/software/apina-io)
- [Honeypot the Bot!](https://devpost.com/software/honeypot-the-bot)
- [Zero-Shot Stochastic Byte Generator](https://devpost.com/software/zero-shot-stochastic-byte-generator)
- [FinApp Chatbot - Revolutionising Business Intelligence](https://devpost.com/software/finapp-egj9av)
- [MovieManch](https://devpost.com/software/movie-recommender-hpj549)
- [Labophase](https://devpost.com/software/labophase)
- [ION Linux Distribution](https://devpost.com/software/ion-linux-distribution)
- [Pet Me](https://devpost.com/software/kisan-mitra)
- [SEAMATE](https://devpost.com/software/seamate)
- [MindScribe](https://devpost.com/software/mindscribe)
- [Metacare.AI](https://devpost.com/software/metacare-ai)
- [TerraSaan](https://devpost.com/software/terrasaan)
# đź“ą Videos
| Navan: Computer Vision AI | The GenAI Stack - from zero to database-backed Support Bot |
| ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [](https://www.youtube.com/watch?v=Za3KOfPFgqQ&list=PLkA60AVN3hh8XPA1-scwmK6hNnhoxmODa&index=1&pp=iAQB) | [](https://www.youtube.com/watch?v=_6AjBX9Pagc&list=PLkA60AVN3hh8XPA1-scwmK6hNnhoxmODa&index=2&pp=iAQB) |
| Building a Petabyte-Scale Vector Store: Powering Future AGI | Docker AI/ML Hackathon: Introduction |
| ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [](https://www.youtube.com/watch?v=7eCqwk17nwc&list=PLkA60AVN3hh8XPA1-scwmK6hNnhoxmODa&index=3&pp=iAQB) | [](https://www.youtube.com/watch?v=Xz7d1oOJZ2c&list=PLkA60AVN3hh8XPA1-scwmK6hNnhoxmODa&index=4&pp=iAQB) |
| Docker AI/ML Hackathon: Submitting your hack | Create your own Docker Extension |
| ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [](https://www.youtube.com/watch?v=l5nsULcVX64&list=PLkA60AVN3hh8XPA1-scwmK6hNnhoxmODa&index=5&pp=iAQB) | [](https://www.youtube.com/watch?v=78IMA8xEBHA&list=PLkA60AVN3hh8XPA1-scwmK6hNnhoxmODa&index=6&pp=iAQB) |
| Docker Hub APIs | Docker announces Generative AI Stack - DockerCon 2023 |
| ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [](https://www.youtube.com/watch?v=tjToqQIqdzI&list=PLkA60AVN3hh8XPA1-scwmK6hNnhoxmODa&index=7&pp=iAQB) | [](https://www.youtube.com/watch?v=lFXTI5OgL1Q&list=PLkA60AVN3hh8XPA1-scwmK6hNnhoxmODa&index=9&pp=iAQB) |
| Inflight collaboration for your AI/ML stack on Docker | Docker AI/ML Hackathon WINNER ANNOUNCEMENT |
| ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [](https://www.youtube.com/watch?v=YbtKGBbkj2k&list=PLkA60AVN3hh8XPA1-scwmK6hNnhoxmODa&index=10&pp=iAQB) | [](https://www.youtube.com/watch?v=kGFc9fGuhDA&list=PLkA60AVN3hh8XPA1-scwmK6hNnhoxmODa&index=11&pp=iAQB) |
# GenAI Stack Labs and Workshop
| Lab 1 - Building and deploying a simple GenAI application | Lab 2 - Using Docker to containerize and deploy GenAI applications|
|-----------------------------------------------------------|-------------|
|[](https://genai-workshops-apac.netlify.app/lab1/overview/)|[](https://genai-workshops-apac.netlify.app/lab2/what-is-docker/)|
| Lab 3 - Using Neo4j to store and manage knowledge graphs | Lab 4 - Using LangChain to integrate LLMs into Gen-AI applications|
|[](https://genai-workshops-apac.netlify.app/lab3/intro/)|[](https://genai-workshops-apac.netlify.app/lab4/llms-intro/)|
| Lab 5 - Using Ollama to deploy large language models | Lab 6 - Gen-AI Stack - Let’s bring it together|
|[](https://genai-workshops-apac.netlify.app/lab5/intro-to-ollama/)|[](https://genai-workshops-apac.netlify.app/lab6/llms-hallucination/)|
## Contributors
Find us on [Slack](https://www.launchpass.com/collabnix)
