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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Liu00222 Open Prompt Injection DataSentinel Detection
- Workflow:AnswerDotAI RAGatouille Document Indexing And Search
- Workflow:Langfuse Langfuse Dataset experiment pipeline
- Workflow:NVIDIA TransformerEngine FP8 Training Quickstart
- Workflow:Teamcapybara Capybara Form Testing
- Workflow:Openai Evals Creating a model graded eval
- Workflow:Nightwatchjs Nightwatch Page Object Pattern
- Workflow:Infiniflow Ragflow Docker Deployment
- Workflow:Googleapis Python genai Function Calling and Tools
- Workflow:Kubeflow Pipelines Standalone Deployment
Principles
- Principle:Promptfoo Promptfoo External Data Source Integration
- Principle:Iterative Dvc Plot Definition Collection
- Principle:OpenHands OpenHands Name Validation
- Principle:FlowiseAI Flowise Agentflow Node Status Monitoring
- Principle:Explodinggradients Ragas LLM as Judge Metric
- Principle:Vllm project Vllm Server Metrics Monitoring
- Principle:Microsoft BIPIA Model Loading
- Principle:Helicone Helicone Cloud Authentication
- Principle:Pytorch Serve DeepSpeed Inference
- Principle:ClickHouse ClickHouse Compile Time Reflection
Implementations
- Implementation:Datajuicer Data juicer TextChunkMapper
- Implementation:Dotnet Machinelearning LdaEngine
- Implementation:Iterative Dvc Api Experiments
- Implementation:Avhz RustQuant Currency
- Implementation:Haosulab ManiSkill DClaw
- Implementation:DistrictDataLabs Yellowbrick SilhouetteVisualizer
- Implementation:SeleniumHQ Selenium JsonCpp Impl
- Implementation:Infiniflow Ragflow Async Ask
- Implementation:Langfuse Langfuse API Comments Schema
- Implementation:Explodinggradients Ragas Annotated Data Schema
Heuristics
- Heuristic:Marker Inc Korea AutoRAG GPU Memory Cleanup Pattern
- Heuristic:Huggingface Peft Warning Deprecated Bone
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:Pytorch Serve LLM Timeout Configuration
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:Huggingface Trl Disable Dropout For RL Training
- Heuristic:Facebookresearch Habitat lab Resume State Config Override
- Heuristic:Langfuse Langfuse ClickHouse FINAL Skip Optimization
- Heuristic:Mlflow Mlflow Prompt Cache Tuning
- Heuristic:Infiniflow Ragflow Agent Max Rounds Strategy
Environments
- Environment:Huggingface Datasets Image Dependencies
- Environment:Marker Inc Korea AutoRAG Python 3 10 Runtime
- Environment:Mbzuai oryx Awesome LLM Post training Python Requests
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Explodinggradients Ragas Optional Metrics Environment
- Environment:Openai CLIP Python Dependencies
- Environment:ArroyoSystems Arroyo Object Storage
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:Openai Evals OpenAI API Configuration
- Environment:MaterializeInc Materialize Kubernetes Helm Runtime