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59 | 59 |
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60 | 60 | A list of updated and maintained projects by the ZenML team and the community: |
61 | 61 |
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62 | | -| Project | Tags | Integrations | |
63 | | -|------------------------------------------------------------------------|---------------------------------------|--------------------------------------------------------------------------| |
64 | | -| [Sign Language Detection with YOLOv5](sign-language-detection-yolov5) | Computer Vision | `mlflow` `gcp` | |
65 | | -| [LLM Agents](llm-agents) | NLP, LLMs | `langchain` `llama_index` | |
66 | | -| [End-to-End Computer Vision](end-to-end-computer-vision) | Computer Vision | - | |
67 | | -| [Flux Dreambooth](flux-dreambooth) | Flux, Dreambooth, LLMs | `modal` `kubernetes` | |
68 | | -| [Huggingface to Sagemaker](huggingface-sagemaker) | NLP | `pytorch` `mlflow` `huggingface` `aws` `s3` `kubeflow` `slack` `github` | |
69 | | -| [Databricks Production QA Demo](databricks-production-qa-demo) | MLOps, Quality Assurance | `databricks` | |
70 | | -| [LLM Finetuning](llm-finetuning) | NLP, LLMs | - | |
71 | | -| [Complete Guide to LLMs](llm-complete-guide) | NLP, LLMs, embeddings, finetuning | `openai` `supabase` `huggingface` `argilla` | |
72 | | -| [LlamaIndex Workflows](llamaindex-workflows) | NLP, LLMs | `llamaindex` | |
73 | | -| [LLM Evaluation](llm-evaluation) | NLP, LLMs | - | |
74 | | -| [LLM LoRA Finetuning](llm-lora-finetuning) | NLP, LLMs | `gcp` | |
75 | | -| [ECP Price Prediction with GCP Cloud Composer](airflow-cloud-composer-etl-feature-train) | Regression, Airflow | `cloud-composer` `airflow` | |
76 | | -| [Supabase OpenAI Summary](supabase-openai-summary) | NLP, LLMs | `gcp` `slack` | |
| 62 | +| Project | Tags | Tools | |
| 63 | +|---------|------|-------| |
| 64 | +| [LLM Agents](llm-agents) | `NLP` `LLM Agents` `Conversational AI` `RAG` `Vector Stores` `Production MLOps` | `langchain` `llama_index` `faiss` `openai` | |
| 65 | +| [LLM Finetuning](llm-finetuning) | `NLP` `LLM` `Model Fine-tuning` `Transfer Learning` `Parameter Optimization` | `huggingface` `pytorch` `wandb` | |
| 66 | +| [Complete Guide to LLMs](llm-complete-guide) | `NLP` `LLM` `RAG` `Fine-tuning` `Model Evaluation` `Embeddings` `Synthetic Data` | `openai` `supabase` `huggingface` `argilla` `gradio` `anthropic` `litellm` | |
| 67 | +| [LLM LoRA Finetuning](llm-lora-finetuning) | `NLP` `Parameter-Efficient Fine-tuning` `LoRA` `LLM` `Distributed Training` | `huggingface` `pytorch` `accelerate` `peft` `phi-2` | |
| 68 | +| [End-to-end Computer Vision](end-to-end-computer-vision) | `Computer Vision` `Object Detection` `Data Labeling` `Human-in-the-Loop` | `pytorch` `label_studio` `fiftyone` `vertex-ai` `gcp` `yolov8` | |
| 69 | +| [Flux Dreambooth](flux-dreambooth) | `Image Generation` `Fine-tuning` `Stable Diffusion` `LoRA` `Video Generation` | `modal` `kubernetes` `huggingface` `flux` `stable-video-diffusion` | |
| 70 | +| [Huggingface to Sagemaker](huggingface-sagemaker) | `Model Deployment` `NLP` `Sentiment Analysis` `Model Training` `CI/CD` | `pytorch` `mlflow` `huggingface` `aws` `sagemaker` `s3` `kubeflow` `slack` `github` | |
| 71 | +| [Databricks Production QA Demo](databricks-production-qa-demo) | `Quality Assurance` `CI/CD` `Model Monitoring` `Model Explainability` `Data Drift` | `databricks` `mlflow` `evidently` `shap` `slack` | |
| 72 | +| [ECB Interest Rate Prediction with GCP Cloud Composer](airflow-cloud-composer-etl-feature-train) | `ETL` `Time Series` `Feature Engineering` `Regression` `Workflow Orchestration` | `cloud-composer` `airflow` `vertex-ai` `bigquery` `xgboost` `gcp` | |
| 73 | +| [Supabase OpenAI Summary](supabase-openai-summary) | `NLP` `Text Summarization` `Database Integration` `LLM` `Automated Reporting` | `openai` `supabase` `slack` `github-actions` `gcp` | |
| 74 | +| [Sign Language Detection with YOLOv5](sign-language-detection-yolov5) | `Computer Vision` `Object Detection` `Real-time Processing` `Model Deployment` | `mlflow` `gcp` `bentoml` `vertex-ai` `docker` | |
77 | 75 |
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78 | 76 | # 💻 System Requirements |
79 | 77 |
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