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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:Openclaw Openclaw Agent Message Loop
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:Openai Evals Running an eval set
- Workflow:NVIDIA TransformerEngine Accelerate HF Llama With TE
- Workflow:Hpcaitech ColossalAI RAG Application
- Workflow:Nightwatchjs Nightwatch E2E Test Authoring
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:SeldonIO Seldon core HuggingFace Model Serving
- Workflow:Ggml org Llama cpp Model Perplexity Evaluation
- Workflow:Huggingface Transformers Model Training With Trainer
Principles
- Principle:Treeverse LakeFS Java SDK Client Configuration
- Principle:Google deepmind Mujoco Model Validation
- Principle:Alibaba ROLL MCoreAdapter Model Configuration
- Principle:InternLM Lmdeploy Generation Configuration
- Principle:Microsoft Playwright Execute API Requests
- Principle:Infiniflow Ragflow Parser Options Configuration
- Principle:Treeverse LakeFS WebUI Dependency Management
- Principle:Pola rs Polars Streaming Sink Execution
- Principle:Interpretml Interpret Bagged Gradient Boosting
- Principle:Webdriverio Webdriverio AsyncIterationPattern
Implementations
- Implementation:ARISE Initiative Robosuite USDObjects
- Implementation:Datajuicer Data juicer RandomSelector
- Implementation:LLMBook zh LLMBook zh github io VLLM LLM Generate
- Implementation:Open compass VLMEvalKit VGRPBench Renzoku
- Implementation:NVIDIA TransformerEngine NVFP4Tensor
- Implementation:Langfuse Langfuse Docker Compose Production
- Implementation:Mlflow Mlflow Predict Function Interface
- Implementation:Infiniflow Ragflow Dealer Retrieval
- Implementation:Mlc ai Mlc llm MLCEngineBase Terminate
- Implementation:BerriAI Litellm Deployment Types
Heuristics
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Datahub project Datahub Git Worktree Gradle Fix
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
- Heuristic:Apache Beam GC Thrashing Detection
- Heuristic:Arize ai Phoenix Warning Deprecated HallucinationEvaluator
- Heuristic:Mlfoundations Open flamingo Hungarian MMC4 Image Text Matching
- Heuristic:Arize ai Phoenix AIMD Concurrency Control
- Heuristic:Apache Spark Memory Tuning Tips
- Heuristic:Gretelai Gretel synthetics Parallel Generation CUDA Disable
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
Environments
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:Fastai Fastbook Sklearn Environment
- Environment:Apache Paimon Python Core Runtime
- Environment:Sgl project Sglang Kubernetes
- Environment:Microsoft Onnxruntime CUDA GPU Environment
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:Apache Airflow Docker Container Environment
- Environment:Wandb Weave Trace Server Infrastructure