Learn how to develop, deploy and iterate on production-grade ML applications.
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:whale: A curated list of Docker resources and projects
End-to-end, code-first tutorials for building production-grade GenAI agents. From prototype to enterprise deployment.
A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
- machine-learning
- mlops
- interpretability
- explainability
A collection of projects designed to help developers quickly get started with building deployable applications using the Claude API
A curated list for awesome kubernetes sources :ship::tada:
- kubernetes
- minikube
- meetup
- resource
Free MLOps course from DataTalks.Club. Register here 👇🏼 to get notified about the next cohort
- machine-learning
- mlops
- model-deployment
- model-monitoring
Learn ML engineering for free in 4 months! Register here 👇🏼
State-of-the-Art Deep Learning scripts organized by models - easy to train and deploy with reproducible accuracy and performance on enterprise-grade infrastructure.
- computer-vision
- deep-learning
- drug-discovery
- forecasting
Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon SageMaker.
TranslatedA beginner's guide to FDE (Forward Deployed Engineer) from scratch (based on the framework of Fan Bing's original book 增长黑客 (Growth Hacker, "Growth Hacking"))
Ansible examples using Vagrant to deploy to local VMs.
- ansible
- vagrant
- ruby
- vms
LinksHub aims to provide developers with access to a wide range of free resources and tools that they can use in their work. These resources include links to free software, libraries, frameworks, and other tools that can be used to build and deploy applications and websites.
- nextjs
- open-source
- resources
- tailwindcss
Train and Deploy an ML REST API to predict crypto prices, in 10 steps
💬 The Step-by-Step Beginners Tutorial for Building, Testing & Deploying a Chat app in Phoenix 🚀
- phoenix
- elixir
- elixir-lang
- beginner
Use this sample when creating a simple pipeline in AWS CodePipeline while following the Simple Pipeline Walkthrough tutorial. http://docs.aws.amazon.com/codepipeline/latest/userguide/getting-started-w.html
Forward Deployed Engineer Roadmap - A step-by-step roadmap to become a Forward Deployed Engineer (FDE) in AI, with a blog for every topic.
- ai
- fde
- fde-interview
- forward-deployed-engineer
Infrastructure-as-code toolkit (Docker Compose, Kubernetes, Terraform) for deploying containerized services, using the predictive-cicd-remediation project as the reference workload.
Template of yew project, using tailwind and webpack for css, trunk for build and serve, deployable as is for github.io
Use this sample when creating a simple pipeline in AWS CodePipeline while following the Simple Pipeline Walkthrough tutorial. http://docs.aws.amazon.com/codepipeline/latest/userguide/getting-started-w.html