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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:Google deepmind Mujoco Simulation benchmarking
- Workflow:Arize ai Phoenix Span Annotation Pipeline
- Workflow:Microsoft Autogen Studio Team Deployment
- Workflow:BerriAI Litellm Observability Integration
- Workflow:TA Lib Ta lib python Installation And Setup
- Workflow:Sgl project Sglang Multimodal Vision Language Inference
- Workflow:Huggingface Open r1 Model Evaluation
- Workflow:PeterL1n BackgroundMattingV2 Training pipeline
- Workflow:Allenai Open instruct Reward Model Training
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
Principles
- Principle:ChenghaoMou Text dedup MinHash Fingerprinting
- Principle:Deepseek ai Janus Model and Processor Loading
- Principle:Microsoft Semantic kernel Python SDK Package Configuration
- Principle:Rapidsai Cuml Multi GPU Linear Algebra
- Principle:CARLA simulator Carla Recording Event Querying
- Principle:Predibase Lorax Multi Process Server Launch
- Principle:Ollama Ollama Sampling Strategy
- Principle:Deepset ai Haystack LLM Chat Generation
- Principle:Huggingface Datasets TF Dataset Creation
- Principle:Infiniflow Ragflow Environment Configuration
Implementations
- Implementation:CARLA simulator Carla MsgPackAdaptors
- Implementation:Sktime Pytorch forecasting TimeXer Sub Modules
- Implementation:Apache Paimon KeySerializer
- Implementation:AUTOMATIC1111 Stable diffusion webui SdUnet Extension
- Implementation:ClickHouse ClickHouse Lightweight Updates Stress
- Implementation:FlowiseAI Flowise ToolsListTable
- Implementation:Open compass VLMEvalKit NVLM
- Implementation:Risingwavelabs Risingwave PostgresConnectorConfig
- Implementation:Duckdb Duckdb Mbedtls Utility
- Implementation:Online ml River Bandit LinUCBDisjoint
Heuristics
- Heuristic:FlowiseAI Flowise Heap Memory Configuration
- Heuristic:Cohere ai Cohere python Tokenizer Cache With TTL
- Heuristic:Pyro ppl Pyro Gradient Variance Reduction
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
- Heuristic:Openai Openai node Retry Backoff Configuration
- Heuristic:Google deepmind Mujoco Mesh Quality For Collision
- Heuristic:Huggingface Diffusers Memory Offloading Strategy
- Heuristic:Huggingface Alignment handbook Gradient Checkpointing Use Cache
- Heuristic:Mlc ai Web llm Penalty Parameter Defaults
- Heuristic:CrewAIInc CrewAI MCP Timeout And Retry Strategy
Environments
- Environment:Snorkel team Snorkel Dask Distributed
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Huggingface Alignment handbook Evaluation Tools