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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:Mistralai Client python Streaming Chat Completion
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:EvolvingLMMs Lab Lmms eval End to End Evaluation
- Workflow:Scikit learn contrib Imbalanced learn Ensemble Imbalanced Classification
- Workflow:FlowiseAI Flowise Document Store Ingestion
- Workflow:Apache Dolphinscheduler Workflow Execution Lifecycle
- Workflow:Apache Paimon Distributed Processing With Ray
- Workflow:ArroyoSystems Arroyo Connection Setup
- Workflow:Isaac sim IsaacGymEnvs Custom Task Development
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
Principles
- Principle:FlowiseAI Flowise Workspace Management
- Principle:Pyro ppl Pyro Normalizing Flow Integration
- Principle:FMInference FlexLLMGen Async IO NVMe Operations
- Principle:Langgenius Dify DesignSystem
- Principle:Openai Evals LangChain Integration
- Principle:Duckdb Duckdb Extension Build And Metadata
- Principle:Huggingface Open r1 High Concurrency Inference
- Principle:ArroyoSystems Arroyo Connection Table Configuration
- Principle:FlowiseAI Flowise Document Store Creation
- Principle:Protectai Modelscan Scanner Plugin Architecture
Implementations
- Implementation:Anthropics Anthropic sdk python BetaToolRunner
- Implementation:Langfuse Langfuse Scores Utils
- Implementation:Ucbepic Docetl BookmarksPanel
- Implementation:Iterative Dvc Utils Strictyaml
- Implementation:FlowiseAI Flowise Palette
- Implementation:Sdv dev SDV Download Demo
- Implementation:Mlfoundations Open flamingo Image processor pipeline
- Implementation:Infiniflow Ragflow UseChangeDocumentParser Hook
- Implementation:LMCache LMCache Event Manager
- Implementation:Togethercomputer Together python Check File
Heuristics
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:Protectai Modelscan Exit Code Conventions
- Heuristic:Nightwatchjs Nightwatch Node 17 DNS IPv4 Workaround
- Heuristic:Mlc ai Web llm KV Cache Window Configuration
- Heuristic:Lm sys FastChat Conversation Splitting Token Buffer
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
- Heuristic:Deepseek ai Janus Bfloat16 Dtype Selection
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:Google deepmind Mujoco Mesh Quality For Collision
Environments
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:LMCache LMCache CUDA GPU Runtime
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Huggingface Diffusers PyTorch CUDA Runtime
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:Vllm project Vllm AMD ROCm
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:MarketSquare Robotframework browser Docker Container