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Improve root README #207

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docs: update project README
strickvl May 17, 2025
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Expand Up @@ -13,11 +13,6 @@ integrations.</h3>

<p align="center">
Get everything you need to start a project...
<!-- <div align="center">
Join our <a href="https://zenml.io/slack" target="_blank">
<img width="25" src="https://img.shields.io/badge/JOIN US ON SLACK-4A154B?style=for-the-badge&logo=slack&logoColor=white" alt="Slack"/>
<b>Slack Community</b> </a> and be part of the ZenML family.
</div> -->
<br />
<a href="https://zenml.io/features">Features</a>
·
Expand Down Expand Up @@ -63,16 +58,17 @@ etc.
| [Gamesense](gamesense) | 🤖 LLMOps | 🧠 LoRA, ⚡ Efficient Training | pytorch, peft, phi-2 |
| [Nightwatch AI](nightwatch-ai) | 🤖 LLMOps | 📝 Summarization, 📊 Reporting | openai, supabase, slack |
| [ResearchRadar](research-radar) | 🤖 LLMOps | 📝 Classification, 📊 Comparison | anthropic, huggingface, transformers |
| [End-to-end Computer Vision](end-to-end-computer-vision) | 👁️ Vision | 🎯 Object Detection, 🏷️ Labeling | pytorch, label_studio, yolov8 |
| [Magic Photobooth](magic-photobooth) | 👁️ Vision | 🖼️ Image Gen, 🎬 Video Gen | stable-diffusion, huggingface |
| [OmniReader](omni-reader) | 👁️ Vision | 📝 OCR, 📊 Evaluation, 🔄 Batch Processing | polars, litellm, openai, ollama |
| [Oncoclear](oncoclear) | 🚀 MLOps | 📦 Deployment, 🔄 CI/CD | docker, kubernetes, scikit-learn |
| [Sign Language Detection](sign-language-detection-yolov5) | 👁️ Vision | 🎯 Object Detection, ⚡ Real-time | mlflow, bentoml, vertex-ai |
| [Huggingface to Sagemaker](huggingface-sagemaker) | 🚀 MLOps | 🔄 CI/CD, 📦 Deployment | mlflow, sagemaker, kubeflow |
| [Databricks Production QA](databricks-production-qa-demo) | 🚀 MLOps | 📊 Monitoring, 🔍 Quality Assurance | databricks, evidently, shap |
| [Eurorate Predictor](eurorate-predictor) | 📊 Data | ⏱️ Time Series, 🔄 ETL | airflow, bigquery, xgboost |
| [RetailForecast](retail-forecast) | 📊 Data | ⏱️ Time Series, 📈 Forecasting, 🔮 Multi-Model | prophet, zenml, pandas |
| [Bank Subscription Prediction](bank_subscription_prediction) | 📊 Data | 💼 Classification, ⚖️ Imbalanced Data, 🎯 Feature Selection | xgboost, plotly, zenml |
| [End-to-end Computer Vision](end-to-end-computer-vision) | 👁 CV | 🔍 Detection, 🏷 Annotation, 🚀 Vertex | yolov8, fiftyone, vertex |
| [Magic Photobooth](magic-photobooth) | 👁 CV | 🎨 DreamBooth, 🖼 LoRA Avatars | diffusers, flux, kubernetes |
| [OmniReader](omni-reader) | 👁 CV | 📄 OCR, 🔬 Comparison, 📈 Metrics | openai, streamlit, zenml |
| [Oncoclear](oncoclear) | 🚀 MLOps | 📦 Deployment, 🔄 CI/CD | docker, kubernetes, scikit-learn |
| [Sign Language Detection](sign-language-detection-yolov5) | 👁 CV | 🤚 YOLOv5, 📊 MLflow, 🚀 Vertex | yolov5, mlflow, vertex |
| [Huggingface to Sagemaker](huggingface-sagemaker) | 🚀 MLOps | 🔄 CI/CD, 📦 Deployment | mlflow, sagemaker, kubeflow |
| [Databricks Production QA](databricks-production-qa-demo) | 🚀 MLOps | 📊 Monitoring, 🔍 Quality Assurance | databricks, evidently, shap |
| [Eurorate Predictor](eurorate-predictor) | 📊 Data | ⏱ Time-series, 🛠 Airflow/Vertex | airflow, xgboost, vertex |
| [RetailForecast](retail-forecast) | 📊 Data | ⏱ Forecasting, 📊 Dashboards | prophet, streamlit, zenml |
| [Bank Subscription Prediction](bank_subscription_prediction) | 📊 Data | 💼 Classification, ⚖ Imbalance | xgboost, mlflow, zenml |
| [Vertex Registry and Deployer](vertex-registry-and-deployer) | 🚀 MLOps | 📦 Model Registry, 🚀 Deployment | vertex, gcp, zenml |

# 💻 System Requirements

Expand Down Expand Up @@ -123,22 +119,20 @@ this repository. Any contribution made to this project will be licensed under
the Apache License Version 2.0.

# 📖 Learn More

| ZenML Resources | Description |
|-----------------------------|-------------------------------------------------------------------------|
| 🧘‍♀️ **[ZenML 101]** | New to ZenML? Here's everything you need to know! |
| ⚛️ **[Core Concepts]** | Some key terms and concepts we use. |
| 🚀 **[Our latest release]** | New features, bug fixes. |
| 🗳 **[Vote for Features]** | Pick what we work on next! |
| 📓 **[Docs]** | Full documentation for creating your own ZenML pipelines. |
| 📒 **[API Reference]** | Detailed reference on ZenML's API. |
| ⚽️ **[Examples]** | Learn best through examples where ZenML is used. We've got you covered. |
| 📬 **[Blog]** | Use cases of ZenML and technical deep dives on how we built it. |
| 🔈 **[Podcast]** | Conversations with leaders in ML, released every 2 weeks. |
| 💬 **[Join Slack]** | Need help with your specific use case? Say hi on Slack! |
| 🗺 **[Roadmap]** | See where ZenML is working to build new features. |
| 🙋‍♀️ **[Contribute]** | How to contribute to the ZenML project and code base. |

| ZenML Resources | Description |
|-----------------------------|----------------------------------------------------|
| 🧘 **[ZenML 101]** | New to ZenML? Here's everything you need to know! |
| ⚛ **[Core Concepts]** | Understand ZenML's building blocks. |
| 🚀 **[Our latest release]** | New features, bug fixes. |
| 🗳 **[Vote for Features]** | Pick what we work on next! |
| 📓 **[Docs]** | Full documentation for creating your own ZenML pipelines. |
| 📒 **[API Reference]** | Detailed reference on ZenML's API. |
| ⚽ **[Examples]** | Explore more sample projects. |
| 📬 **[Blog]** | Use cases of ZenML and technical deep dives on how we built it. |
| 🔈 **[Podcast]** | Conversations with leaders in ML, released every 2 weeks. |
| 💬 **[Join Slack]** | Need help with your specific use case? Say hi on Slack! |
| 🗺 **[Roadmap]** | See where ZenML is working to build new features. |
| 🙋 **[Contribute]** | Got a PR or feature request? Start here. |
[ZenML 101]: https://docs.zenml.io/user-guides/starter-guide
[Core Concepts]: https://docs.zenml.io/getting-started/core-concepts
[Our latest release]: https://github.com/zenml-io/zenml/releases
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