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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:Anthropics Anthropic sdk python Cloud Provider Deployment
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:Mlc ai Web llm Function Calling
- Workflow:Vllm project Vllm Structured Output Generation
- Workflow:Roboflow Rf detr Roboflow Deployment
- Workflow:Deepset ai Haystack RAG Evaluation Pipeline
- Workflow:Apache Spark Standalone Cluster Deployment
- Workflow:CARLA simulator Carla Traffic Generation
- Workflow:Alibaba MNN Python Model Inference
Principles
- Principle:Nightwatchjs Nightwatch Configuration Setup
- Principle:Zai org CogVideo Dataset Preparation
- Principle:Langgenius Dify OAuthCallbackHandling
- Principle:OpenGVLab InternVL Benchmark Dispatch
- Principle:Apache Hudi Query Type Definition
- Principle:Langchain ai Langchain Production Publishing
- Principle:Ucbepic Docetl Dataset Upload And Operation Creation
- Principle:EvolvingLMMs Lab Lmms eval Model Inference
- Principle:Treeverse LakeFS Commit
- Principle:Cohere ai Cohere python Server Sent Events Decoding
Implementations
- Implementation:Datajuicer Data juicer FrequencySpecifiedFieldSelector
- Implementation:CrewAIInc CrewAI RAG Webpage Loader
- Implementation:Unslothai Unsloth Llama4 MoE Block
- Implementation:Online ml River Preprocessing PredClipper
- Implementation:ArroyoSystems Arroyo Shutdown States
- Implementation:FlowiseAI Flowise Docker Compose Queue Prebuilt
- Implementation:Isaac sim IsaacGymEnvs PBT Mutation
- Implementation:Online ml River Utils Math
- Implementation:Treeverse LakeFS Java SDK Model CommitCreation
- Implementation:Hpcaitech ColossalAI MTBenchDataset
Heuristics
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
- Heuristic:Marker Inc Korea AutoRAG Deterministic Evaluation Generation
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:Groq Groq python Error Handling Hierarchy
- Heuristic:Haotian liu LLaVA Gradient Checkpointing Memory Optimization
- Heuristic:Webdriverio Webdriverio Default Timeout Configuration
- Heuristic:Mlfoundations Open flamingo Loss Masking Strategy
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:OpenGVLab InternVL Gradient Checkpointing Memory
Environments
- Environment:Volcengine Verl SGLang Rollout Environment
- Environment:LMCache LMCache CUDA GPU Runtime
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:Turboderp org Exllamav2 Build Toolchain
- Environment:Tencent Ncnn Build Environment
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:DataExpert io Data engineer handbook Python Development Environment
- Environment:Getgauge Taiko Chromium Browser