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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 Docker Deployment
- Workflow:Haosulab ManiSkill Custom Task Development
- Workflow:Cypress io Cypress Binary Build and Release
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:Intel Ipex llm Pipeline Parallel Inference
- Workflow:Recommenders team Recommenders News Recommendation NRMS
- Workflow:Google deepmind Mujoco Simulation benchmarking
- Workflow:Haosulab ManiSkill RL Training with PPO
- Workflow:Infiniflow Ragflow Docker Deployment
- Workflow:Mit han lab Llm awq TinyChat LLM Deployment
Principles
- Principle:Intel Ipex llm RAG With LlamaIndex
- Principle:Haosulab ManiSkill Physics Struct Abstraction
- Principle:Hpcaitech ColossalAI Distributed Checkpoint Saving
- Principle:Langfuse Langfuse Data Streaming from ClickHouse
- Principle:TobikoData Sqlmesh Audit Execution
- Principle:Unstructured IO Unstructured PDF Partitioning
- Principle:Ggml org Llama cpp Server Monitoring
- Principle:SeldonIO Seldon core Pipeline Readiness Verification
- Principle:Huggingface Datatrove Token Statistics
- Principle:Openai Evals Self Consistency Prompting
Implementations
- Implementation:Interpretml Interpret BinSumsBoosting
- Implementation:NVIDIA TransformerEngine Debug Quantization
- Implementation:Elevenlabs Elevenlabs python SamplesClient
- Implementation:NVIDIA TransformerEngine Ops AddExtraInput
- Implementation:Apache Paimon GlobalIndexScanBuilder Build
- Implementation:FlagOpen FlagEmbedding Reinforced IR Generate Distill Data
- Implementation:FMInference FlexLLMGen ExecutionEnv Create
- Implementation:OpenHands OpenHands Divider
- Implementation:Vespa engine Vespa Linguistics Components ABI Spec
- Implementation:MaterializeInc Materialize Annotate Logged Errors
Heuristics
- Heuristic:LLMBook zh LLMBook zh github io Reward Model LM Regularization
- Heuristic:Neuml Txtai MacOS OpenMP Workaround
- Heuristic:Fastai Fastbook Embedding Size Rule
- Heuristic:Gretelai Gretel synthetics Batch Size Divisibility Constraints
- Heuristic:Volcengine Verl Layered Summon Memory Tradeoff
- Heuristic:Sdv dev SDV Sampling Retry Tuning
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
- Heuristic:Mlc ai Mlc llm Metal KV Cache Capacity Limit
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:Snorkel team Snorkel Binary Only Slicing
Environments
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Sgl project Sglang CPU
- Environment:Togethercomputer Together python Python SDK Runtime
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:Recommenders team Recommenders Spark Environment
- Environment:Langgenius Dify Vector Database Environment
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps