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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:Lance format Lance Table Optimization
- Workflow:Bigscience workshop Petals Distributed Text Generation
- Workflow:SeldonIO Seldon core HuggingFace Model Serving
- Workflow:LMCache LMCache CacheBlend KV Reuse
- Workflow:OpenRLHF OpenRLHF Rejection Sampling
- Workflow:Guardrails ai Guardrails Streaming Validation
- Workflow:Bigscience workshop Petals Server Contribution
- Workflow:Astronomer Astronomer cosmos Local dbt DAG rendering
- Workflow:Sgl project Sglang Multimodal Vision Language Inference
- Workflow:LMCache LMCache Disaggregated Prefill
Principles
- Principle:Fastai Fastbook DataLoaders Creation
- Principle:Huggingface Datasets Generator Dataset Building
- Principle:Mbzuai oryx Awesome LLM Post training Collection Parameter Configuration
- Principle:Langfuse Langfuse Dataset Run Item Upsert
- Principle:Openai Openai node Request Construction
- Principle:Deepspeedai DeepSpeed Hybrid Engine Init
- Principle:Apache Shardingsphere SQL Statement Interception
- Principle:Huggingface Datatrove Pipeline Type Constants
- Principle:MaterializeInc Materialize Content Addressed Fingerprinting
- Principle:Sktime Pytorch forecasting TFT Model Instantiation
Implementations
- Implementation:Spotify Luigi DataprocTask
- Implementation:Avhz RustQuant Surface
- Implementation:Princeton nlp Tree of thought llm Task Base Class
- Implementation:Apache Druid Time Manipulation
- Implementation:Tensorflow Tfjs Advanced Activations
- Implementation:Kserve Kserve DP EP Deployment Pattern
- Implementation:Unslothai Unsloth MoE Fused Block
- Implementation:InternLM Lmdeploy Gemm KernelImpl
- Implementation:Google deepmind Mujoco Filament Render Context Header
- Implementation:PrefectHQ Prefect Docs Site Configuration
Heuristics
- Heuristic:PeterL1n BackgroundMattingV2 Checkpoint Interval Tuning
- Heuristic:Marker Inc Korea AutoRAG Warning Deprecated Legacy QA Creation
- Heuristic:Scikit learn contrib Imbalanced learn KNeighbors Selection Tips
- Heuristic:Ray project Ray Graceful Shutdown Timing
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:OpenBMB UltraFeedback Principle Distribution Tuning
- Heuristic:PacktPublishing LLM Engineers Handbook LoRA Finetuning Parameters
- Heuristic:Princeton nlp SimPO BOS Token Handling
- Heuristic:Elevenlabs Elevenlabs python VAD vs Manual Commit Strategy
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
Environments
- Environment:Danijar Dreamerv3 JAX CUDA
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:Apache Paimon Python Core Runtime
- Environment:Kserve Kserve Istio Service Mesh
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Sgl project Sglang Distributed