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1,118
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:Lm sys FastChat ShareGPT Data Pipeline
- Workflow:Sgl project Sglang Structured Output Generation
- Workflow:ArroyoSystems Arroyo Connection Setup
- Workflow:Apache Dolphinscheduler Datasource Plugin Development
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
- Workflow:Onnx Onnx Model Validation
- Workflow:Haifengl Smile Data Loading Pipeline
- Workflow:Mlc ai Web llm Function Calling
- Workflow:Allenai Open instruct Reward Model Training
- Workflow:CARLA simulator Carla Simulation Setup and First Steps
Principles
- Principle:Facebookresearch Audiocraft Pretrained Model Loading
- Principle:Openai Whisper Dynamic Time Warping
- Principle:Treeverse LakeFS Imported Data Verification
- Principle:Zai org CogVideo SAT Weight Export
- Principle:PrefectHQ Prefect AI Approval Gate
- Principle:Huggingface Datasets TensorFlow Formatting
- Principle:Avhz RustQuant Geometric Brownian Motion
- Principle:Cypress io Cypress Launchpad Initialization
- Principle:Huggingface Datatrove JSONL Data Writing
- Principle:AUTOMATIC1111 Stable diffusion webui Extra Networks
Implementations
- Implementation:SeleniumHQ Selenium Closure KeyCodes
- Implementation:Langgenius Dify RetrievalConfig Type
- Implementation:Pyro ppl Pyro LKJ
- Implementation:Pytorch Serve DLRMFactory
- Implementation:Bigscience workshop Petals PTuneMixin
- Implementation:FlowiseAI Flowise OpenAIAssistantLayout
- Implementation:NVIDIA DALI EfficientNet Model
- Implementation:Apache Shardingsphere ClusterProcessPersistService Persist
- Implementation:EvolvingLMMs Lab Lmms eval VATEX Utils
- Implementation:Apache Kafka Docker Buildx Create
Heuristics
- Heuristic:Axolotl ai cloud Axolotl Sample Packing Best Practices
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:Bitsandbytes foundation Bitsandbytes Blocksize Platform Defaults
- Heuristic:Togethercomputer Together python Fine Tuning Parameter Validation
- Heuristic:Apache Hudi Record Level Index Optimization
- Heuristic:NVIDIA NeMo Curator Semantic Dedup Cluster Sizing
- Heuristic:Mlfoundations Open flamingo Deterministic Shard Shuffling
- Heuristic:Pytorch Serve Ampere Tensor Core Optimization
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:LMCache LMCache Chunk Size And Default Config
Environments
- Environment:Predibase Lorax CUDA GPU Runtime
- Environment:Apache Paimon Optional Extensions
- Environment:TobikoData Sqlmesh Dbt Compatibility
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:Sgl project Sglang Multimodal
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:DataExpert io Data engineer handbook Python Development Environment