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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:Guardrails ai Guardrails Streaming Validation
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:Interpretml Interpret Blackbox Model Explanation
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:Danijar Dreamerv3 Train And Evaluate
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
Principles
- Principle:CarperAI Trlx Reward Model Serving
- Principle:LLMBook zh LLMBook zh github io Checkpoint Saving
- Principle:BerriAI Litellm Client Integration
- Principle:Turboderp org Exllamav2 Job Based Generation
- Principle:Guardrails ai Guardrails Documentation
- Principle:Scikit learn Scikit learn Probability Calibration
- Principle:Cleanlab Cleanlab Datalab Regression Label Issue Detection
- Principle:DistrictDataLabs Yellowbrick Grid Search Visualization
- Principle:Diagram of thought Diagram of thought Prompt Validation Testing
- Principle:Online ml River Drift State Inspection
Implementations
- Implementation:TA Lib Ta lib python Abstract Input Preparation
- Implementation:Open compass VLMEvalKit ConcatVideoDataset
- Implementation:EvolvingLMMs Lab Lmms eval MathVision Eval Utils
- Implementation:Langchain ai Langchain EmbeddingsUnitTests
- Implementation:Ollama Ollama XTools Bash
- Implementation:Apache Druid ModulePane
- Implementation:Google deepmind Dm control Soccer Observables
- Implementation:Astronomer Astronomer cosmos DuckDBUserPasswordProfileMapping
- Implementation:Apache Druid Hjson Context
- Implementation:Open compass VLMEvalKit VDC Utils
Heuristics
- Heuristic:Openai Evals Thread Tuning
- Heuristic:Marker Inc Korea AutoRAG Empty Result Fallback
- Heuristic:Trailofbits Fickling Severity Threshold Selection
- Heuristic:OWASP Www project top 10 for large language model applications Sandbox Containerization Pattern
- Heuristic:Speechbrain Speechbrain Dynamic Mixing Parameters
- Heuristic:CarperAI Trlx PEFT LoRA Integration
- Heuristic:Huggingface Alignment handbook LoRA Rank Selection
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:Bentoml BentoML Platform Serving Caveats
- Heuristic:Trailofbits Fickling Injection Mode Selection
Environments
- Environment:Sgl project Sglang Runtime
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:Protectai Modelscan Python Core Runtime
- Environment:Turboderp org Exllamav2 Build Toolchain
- Environment:Spotify Luigi Hadoop HDFS Cluster
- Environment:Allenai Open instruct vLLM Inference
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:SqueezeAILab ETS Evaluation Python Stack
- Environment:Risingwavelabs Risingwave Docker Deployment Environment