# Source: https://docs.zenml.io/changelog/readme.md

# Source: https://docs.zenml.io/sdk-reference/readme.md

# Source: https://docs.zenml.io/api-reference/readme.md

# Source: https://docs.zenml.io/pro/readme.md

# Source: https://docs.zenml.io/user-guides/readme.md

# Overview

Discover how to build production-ready ML pipelines with ZenML through our curated learning resources. Whether you're looking for step-by-step instructions, complete project implementations, or specific examples, you'll find resources to accelerate your ML workflow.

## Guides

Step-by-step instructions to help you master ZenML concepts and features.

<table data-view="cards"><thead><tr><th></th><th></th><th data-hidden data-card-cover data-type="files"></th><th data-hidden data-card-target data-type="content-ref"></th></tr></thead><tbody><tr><td><strong>Starter Guide</strong></td><td>Get started with ZenML fundamentals and set up your first pipeline</td><td><a href="https://3621652509-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F75OYotLPi8TviSrtZTJZ%2Fuploads%2Fgit-blob-7f439a2a9281aeef0d799e8ff78b6135c6dce75e%2Fstarter.png?alt=media">starter.png</a></td><td><a href="starter-guide">starter-guide</a></td></tr><tr><td><strong>Tutorials</strong></td><td>Deep dives into advanced topics</td><td><a href="https://3621652509-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F75OYotLPi8TviSrtZTJZ%2Fuploads%2Fgit-blob-2adb8c8fec5260450e30034d600a2c456f0701aa%2Fprod.png?alt=media">prod.png</a></td><td><a href="best-practices/organizing-pipelines-and-models">organizing-pipelines-and-models</a></td></tr><tr><td><strong>LLMOps Guide</strong></td><td>Build and deploy Large Language Model pipelines</td><td><a href="https://3621652509-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F75OYotLPi8TviSrtZTJZ%2Fuploads%2Fgit-blob-226a9ff51a6c528e0abe3dd1119f27f30630272e%2Fllm.png?alt=media">llm.png</a></td><td><a href="llmops-guide">llmops-guide</a></td></tr></tbody></table>

## Projects

Complete end-to-end implementations that showcase ZenML in real-world scenarios.\
[See all projects in our website →](https://www.zenml.io/projects)

<table data-view="cards"><thead><tr><th></th><th></th><th data-hidden data-card-cover data-type="files"></th><th data-hidden data-card-target data-type="content-ref"></th></tr></thead><tbody><tr><td><strong>FloraCast</strong></td><td>A production-ready MLOps pipeline for time series forecasting using ZenML and Darts, featuring TFT-based training and scheduled batch inference.</td><td><a href="https://3621652509-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F75OYotLPi8TviSrtZTJZ%2Fuploads%2Fgit-blob-df68456baa4a4273bb9ab25a5c217dfed78aedd2%2Fzencoder.jpg?alt=media">zencoder.jpg</a></td><td><a href="https://www.zenml.io/projects/floracast">https://www.zenml.io/projects/floracast</a></td></tr><tr><td><strong>LLM-Complete Guide</strong></td><td>Production-ready RAG pipelines from basic retrieval to advanced LLMOps with embeddings finetuning and evals.</td><td><a href="https://3621652509-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F75OYotLPi8TviSrtZTJZ%2Fuploads%2Fgit-blob-fc18460d9e7cc9a75a113db1bbe955ecb234db22%2Fllm-complete-guide.jpg?alt=media">llm-complete-guide.jpg</a></td><td><a href="https://github.com/zenml-io/zenml-projects/tree/main/llm-complete-guide">https://github.com/zenml-io/zenml-projects/tree/main/llm-complete-guide</a></td></tr><tr><td><strong>Retail Forecast</strong></td><td>A robust MLOps pipeline for retail sales forecasting designed for retail data scientists and ML engineers.</td><td><a href="https://3621652509-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F75OYotLPi8TviSrtZTJZ%2Fuploads%2Fgit-blob-37b0f564ba6c6834206f1ce06a3b58a6ab8b9801%2Fnightwatch.jpg?alt=media">nightwatch.jpg</a></td><td><a href="https://www.zenml.io/projects/retail-forecast">https://www.zenml.io/projects/retail-forecast</a></td></tr><tr><td><strong>Research Radar</strong></td><td>Automates research paper discovery and classification for specialized research domains.</td><td><a href="https://3621652509-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F75OYotLPi8TviSrtZTJZ%2Fuploads%2Fgit-blob-d6e75c24e1262cbcc22c5fbe19ffa00767dac65d%2Fresearchradar.jpg?alt=media">researchradar.jpg</a></td><td></td></tr><tr><td><strong>OncoClear</strong></td><td>A production-ready MLOps pipeline for accurate breast cancer classification using machine learning.</td><td><a href="https://3621652509-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F75OYotLPi8TviSrtZTJZ%2Fuploads%2Fgit-blob-e15df6dea00f480b15b6adc338af1931d42c1066%2Fmagicphoto.jpg?alt=media">magicphoto.jpg</a></td><td><a href="https://www.zenml.io/projects/oncoclear">https://www.zenml.io/projects/oncoclear</a></td></tr><tr><td><strong>Sign Language Detection with YOLOv5</strong></td><td>End-to-end computer vision pipeline</td><td><a href="https://3621652509-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F75OYotLPi8TviSrtZTJZ%2Fuploads%2Fgit-blob-4ea2a1cfd05ef8a5494e1b63be5178114efa79de%2Fyolo.jpg?alt=media">yolo.jpg</a></td><td><a href="https://www.zenml.io/projects/sign-language-detection-with-yolov5">https://www.zenml.io/projects/sign-language-detection-with-yolov5</a></td></tr><tr><td><strong>ZenML Support Agent</strong></td><td>A production-ready agent that can help you with your ZenML questions.</td><td><a href="https://3621652509-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F75OYotLPi8TviSrtZTJZ%2Fuploads%2Fgit-blob-f39eed03a2009b42f1331c0f4b49741580fdc396%2Fsupport.jpg?alt=media">support.jpg</a></td><td><a href="https://www.zenml.io/projects/zenml-support-agent">https://www.zenml.io/projects/zenml-support-agent</a></td></tr><tr><td><strong>OmniReader</strong></td><td>A scalable multi-model OCR workflow framework for batch document processing and model evaluation.</td><td><a href="https://3621652509-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F75OYotLPi8TviSrtZTJZ%2Fuploads%2Fgit-blob-a3aeb0f56a4b50f37f0d28c0254aef27aaf833ae%2Fgamesense.jpg?alt=media">gamesense.jpg</a></td><td><a href="https://www.zenml.io/projects/omnireader">https://www.zenml.io/projects/omnireader</a></td></tr><tr><td><strong>EuroRate Predictor</strong></td><td>Turn European Central Bank data into actionable interest rate forecasts with this comprehensive MLOps solution.</td><td><a href="https://3621652509-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F75OYotLPi8TviSrtZTJZ%2Fuploads%2Fgit-blob-0a346165e11563c7b3997ec64c6a1a344cb3a68d%2Feurorate.jpg?alt=media">eurorate.jpg</a></td><td><a href="https://www.zenml.io/projects/eurorate-predictor">https://www.zenml.io/projects/eurorate-predictor</a></td></tr></tbody></table>

## Examples

Focused code snippets and templates that address specific ML workflow challenges.\
[See all examples in GitHub →](https://github.com/zenml-io/zenml-projects)

<table data-view="cards"><thead><tr><th></th><th></th><th data-hidden data-card-cover data-type="files"></th><th data-hidden data-card-target data-type="content-ref"></th></tr></thead><tbody><tr><td><strong>Quickstart</strong></td><td>Bridging Local Development and Cloud Deployment</td><td><a href="https://3621652509-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F75OYotLPi8TviSrtZTJZ%2Fuploads%2Fgit-blob-5464b8929a4aad0b7bfb79e1fe1172f0f8a63aaa%2Fexample-01.png?alt=media">example-01.png</a></td><td><a href="https://github.com/zenml-io/zenml/blob/main/examples/quickstart/README.md">https://github.com/zenml-io/zenml/blob/main/examples/quickstart/README.md</a></td></tr><tr><td><strong>End-to-End Batch Inference</strong></td><td>Supervised ML project built with the ZenML framework and its integration.</td><td><a href="https://3621652509-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F75OYotLPi8TviSrtZTJZ%2Fuploads%2Fgit-blob-5d8c91accacbde65462e40f4d957b6f22cc7b27b%2Fexample-02.png?alt=media">example-02.png</a></td><td><a href="https://github.com/zenml-io/zenml/tree/main/examples/e2e">https://github.com/zenml-io/zenml/tree/main/examples/e2e</a></td></tr><tr><td><strong>Agent Architecture Comparison</strong></td><td>Compare AI agents with LangGraph workflows, LiteLLM integration, and automatic visualizations.</td><td><a href="https://3621652509-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F75OYotLPi8TviSrtZTJZ%2Fuploads%2Fgit-blob-4c18a91848a091636ce210e83326b35a3fe367fc%2Fexample-06.png?alt=media">example-06.png</a></td><td><a href="https://github.com/zenml-io/zenml/blob/main/examples/agent_comparison/README.md">https://github.com/zenml-io/zenml/blob/main/examples/agent_comparison/README.md</a></td></tr><tr><td><strong>Agent Framework Integrations</strong></td><td>Production-ready integrations for 11 popular agent frameworks including LangChain, CrewAI, AutoGen, and more.</td><td><a href="https://3621652509-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F75OYotLPi8TviSrtZTJZ%2Fuploads%2Fgit-blob-4c18a91848a091636ce210e83326b35a3fe367fc%2Fexample-06.png?alt=media">example-06.png</a></td><td><a href="https://github.com/zenml-io/zenml/tree/main/examples/agent_framework_integrations">https://github.com/zenml-io/zenml/tree/main/examples/agent_framework_integrations</a></td></tr><tr><td><strong>Deploying Agents</strong></td><td>Document analysis service with pipelines, evaluation, and embedded web UI.</td><td><a href="https://3621652509-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F75OYotLPi8TviSrtZTJZ%2Fuploads%2Fgit-blob-2a5ce1f95ee2cbebc7f12ba69243b2a3197b8bf5%2Fexample-07.png?alt=media">example-07.png</a></td><td><a href="https://github.com/zenml-io/zenml/blob/main/examples/deploying_agent/README.md">https://github.com/zenml-io/zenml/blob/main/examples/deploying_agent/README.md</a></td></tr><tr><td><strong>Agent Outer Loop</strong></td><td>Agent training and evaluation loop: evolve a generic agent into a specialized support system through intent classification and model training.</td><td><a href="https://3621652509-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F75OYotLPi8TviSrtZTJZ%2Fuploads%2Fgit-blob-2a5ce1f95ee2cbebc7f12ba69243b2a3197b8bf5%2Fexample-07.png?alt=media">example-07.png</a></td><td><a href="https://github.com/zenml-io/zenml/blob/main/examples/agent_outer_loop/README.md">https://github.com/zenml-io/zenml/blob/main/examples/agent_outer_loop/README.md</a></td></tr><tr><td><strong>Basic NLP with BERT</strong></td><td>Build NLP models with production-ready ML pipeline framework</td><td><a href="https://3621652509-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F75OYotLPi8TviSrtZTJZ%2Fuploads%2Fgit-blob-1f7aa83d4aa3f52c4b49a15b0038ac39bd60ea6b%2Fexample-03.png?alt=media">example-03.png</a></td><td><a href="https://github.com/zenml-io/zenml/tree/main/examples/e2e_nlp">https://github.com/zenml-io/zenml/tree/main/examples/e2e_nlp</a></td></tr><tr><td><strong>Computer Vision with YoloV8</strong></td><td>End-to-end computer vision pipeline with modular design</td><td><a href="https://3621652509-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F75OYotLPi8TviSrtZTJZ%2Fuploads%2Fgit-blob-be31f4c71c0ef1f8257a20fe08b4ef98e8bd1360%2Fexample-04.png?alt=media">example-04.png</a></td><td><a href="https://github.com/zenml-io/zenml/tree/main/examples/computer_vision">https://github.com/zenml-io/zenml/tree/main/examples/computer_vision</a></td></tr><tr><td><strong>LLM Finetuning</strong></td><td>LLM fine-tuning pipeline with PEFT approach</td><td><a href="https://3621652509-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F75OYotLPi8TviSrtZTJZ%2Fuploads%2Fgit-blob-5876021a9c9d4122190d12d93881c4de276ed79d%2Fexample-05.png?alt=media">example-05.png</a></td><td><a href="https://github.com/zenml-io/zenml/tree/main/examples/llm_finetuning">https://github.com/zenml-io/zenml/tree/main/examples/llm_finetuning</a></td></tr></tbody></table>