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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:Truera Trulens Snowflake Observability Pipeline
- Workflow:Langfuse Langfuse Trace ingestion pipeline
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:Deepset ai Haystack RAG Pipeline
- Workflow:Microsoft Playwright Codegen test recording
- Workflow:Google deepmind Dm control Multi Agent Soccer Setup
- Workflow:MaterializeInc Materialize Upgrade Testing
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:Farama Foundation Gymnasium RL Agent Training Loop
- Workflow:Cohere ai Cohere python Model Finetuning
Principles
- Principle:Teamcapybara Capybara Element Assertion
- Principle:Wandb Weave LLM Call Interception
- Principle:Puppeteer Puppeteer JavaScript Object Handling
- Principle:LaurentMazare Tch rs Top K Prediction
- Principle:Ggml org Llama cpp Chat Template Application
- Principle:Nautechsystems Nautilus trader Data Configuration Schema
- Principle:Haotian liu LLaVA Model Loading
- Principle:Zai org CogVideo Vector Quantization
- Principle:Allenai Open instruct Human Evaluation
- Principle:NVIDIA NeMo Aligner RLHF Prompt Data Preparation
Implementations
- Implementation:Mlflow Mlflow Register Model
- Implementation:Apache Paimon IndexedSplit Result Retrieval
- Implementation:OpenHands OpenHands SPAStaticFiles Mount
- Implementation:ArroyoSystems Arroyo Compile UDF
- Implementation:Microsoft Onnxruntime CPU GatherGrad
- Implementation:Avhz RustQuant GradientDescent optimize
- Implementation:ThreeSR Awesome Inference Time Scaling Config Function
- Implementation:LMCache LMCache SGLang Adapter
- Implementation:Datajuicer Data juicer DialogSentimentDetectionMapper
- Implementation:Arize ai Phoenix Legacy Templates
Heuristics
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:Guardrails ai Guardrails Sentence Tokenizer Optimization
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:AnswerDotAI RAGatouille In Memory Reranking Limits
- Heuristic:Google deepmind Mujoco Mesh Quality For Collision
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:Astronomer Astronomer cosmos Deprecation Migration Paths
- Heuristic:Iamhankai Forest of Thought Tree Iteration Scaling
Environments
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Nautechsystems Nautilus trader Databento API Credentials
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:HKUDS AI Trader API Credentials
- Environment:Protectai Modelscan Python Core Runtime
- Environment:Vllm project Vllm AWS ECR
- Environment:Togethercomputer Together python Python SDK Runtime
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:BerriAI Litellm Observability Stack