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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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Browse by Category
| 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:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Danijar Dreamerv3 Single Process Training
- Workflow:Openclaw Openclaw Docker Deployment
- Workflow:Sgl project Sglang Multimodal Vision Language Inference
- Workflow:CARLA simulator Carla Traffic Generation
- Workflow:Alibaba MNN Model Compression
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Tensorflow Serving Model Version Management
- Workflow:Haosulab ManiSkill RL Training with PPO
Principles
- Principle:MaterializeInc Materialize Cluster and Index Configuration
- Principle:Kserve Kserve GPU Cluster Preparation
- Principle:Pyro ppl Pyro Neural Module Registration
- Principle:Online ml River API Documentation Generation
- Principle:Sdv dev SDV DayZ Single Table Parameter Detection
- Principle:SeldonIO Seldon core Explainer Readiness Verification
- Principle:Langchain ai Langchain Provider API Invocation
- Principle:Elevenlabs Elevenlabs python Transcript Event Handling
- Principle:FlagOpen FlagEmbedding Retrieval Augmented Evaluation
- Principle:Danijar Dreamerv3 Environment Construction
Implementations
- Implementation:Vllm project Vllm CPU Utils
- Implementation:Treeverse LakeFS External Scheduler Configuration
- Implementation:Haosulab ManiSkill PartNetFaucetMeta
- Implementation:Facebookresearch Habitat lab Benchmark evaluate
- Implementation:CrewAIInc CrewAI Linkup Search Tool
- Implementation:EvolvingLMMs Lab Lmms eval RefCOCO Plus Utils Rec
- Implementation:Datahub project Datahub DatahubEventEmitter Emit
- Implementation:MarketSquare Robotframework browser Promise To Wait For
- Implementation:NVIDIA NeMo Curator TaskPerfUtils
- Implementation:Puppeteer Puppeteer HttpUtil
Heuristics
- Heuristic:FlowiseAI Flowise Document Loader Bypass Optimization
- Heuristic:Unstructured IO Unstructured PDF Element Sorting
- Heuristic:Pyro ppl Pyro Gradient Variance Reduction
- Heuristic:BerriAI Litellm Connection Pooling Memory Management
- Heuristic:Scikit learn Scikit learn Working Memory Tuning
- Heuristic:Groq Groq python Error Handling Hierarchy
- Heuristic:Huggingface Open r1 Distributed Training Configuration
- Heuristic:NVIDIA TransformerEngine Sequence Length Alignment
- Heuristic:Unstructured IO Unstructured Libmagic Filetype Accuracy
- Heuristic:Online ml River Hoeffding Tree Grace Period Tuning
Environments
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Ollama Ollama CGo Runtime
- Environment:Ggml org Ggml CUDA GPU Environment
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:Apache Spark Kubernetes Runtime
- Environment:FMInference FlexLLMGen HuggingFace Access
- Environment:Langchain ai Langchain OpenAI API Credentials
- Environment:Vllm project Vllm CUDA Runtime
- Environment:Sgl project Sglang Performance Dashboard
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies