diff --git a/README.md b/README.md index 8afbe927..c7355648 100644 --- a/README.md +++ b/README.md @@ -51,25 +51,26 @@ integrations. This repository showcases production-grade ML use cases built with ZenML. The goal of this repository is to provide you a ready-to-use MLOps workflow that -you can adapt for your application. We maintain a growing list of projects -from various ML domains including time-series, tabular data, computer vision, +you can adapt for your application. We maintain a growing list of projects +from various ML domains including time-series, tabular data, computer vision, etc. -| Project | Domain | Key Features | Core Technologies | -|---------|--------|-------------|-------------------| -| [ZenML Support Agent](zenml-support-agent) | 🤖 LLMOps | 🔍 RAG, 📊 Vector DB, 💬 Conversational | langchain, llama_index, openai | -| [ZenCoder](zencoder) | 🤖 LLMOps | 🧠 Fine-tuning, 📈 Transfer Learning | huggingface, pytorch, wandb | -| [Complete Guide to LLMs](llm-complete-guide) | 🤖 LLMOps | 🔍 RAG, 🧠 Fine-tuning, 📊 Evaluation | openai, huggingface, anthropic | -| [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 | -| [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 | +| Project | Domain | Key Features | Core Technologies | +| --------------------------------------------------------- | --------- | ------------------------------------------ | ------------------------------------ | +| [ZenML Support Agent](zenml-support-agent) | 🤖 LLMOps | 🔍 RAG, 📊 Vector DB, 💬 Conversational | langchain, llama_index, openai | +| [ZenCoder](zencoder) | 🤖 LLMOps | 🧠 Fine-tuning, 📈 Transfer Learning | huggingface, pytorch, wandb | +| [Complete Guide to LLMs](llm-complete-guide) | 🤖 LLMOps | 🔍 RAG, 🧠 Fine-tuning, 📊 Evaluation | openai, huggingface, anthropic | +| [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 | # 💻 System Requirements