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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:MaterializeInc Materialize Release Process
- Workflow:Roboflow Rf detr ONNX Export
- Workflow:Speechbrain Speechbrain Text to Speech Training
- Workflow:PacktPublishing LLM Engineers Handbook RAG Inference
- Workflow:PrefectHQ Prefect Database Cleanup With Approval
- Workflow:Vespa engine Vespa Config subscription lifecycle
- Workflow:CARLA simulator Carla Traffic Generation
- Workflow:Alibaba MNN Model Compression
- Workflow:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:Mistralai Client python Streaming Chat Completion
Principles
- Principle:DistrictDataLabs Yellowbrick Dataset Management
- Principle:Speechbrain Speechbrain Permutation Invariant Training
- Principle:Scikit learn Scikit learn Ensemble Training
- Principle:Haosulab ManiSkill Lazy Controller Instantiation
- Principle:OpenRLHF OpenRLHF Reward Model Training Loop
- Principle:Cypress io Cypress Test Suite Execution
- Principle:Apache Airflow Production Hardening
- Principle:LaurentMazare Tch rs Tensor Type Conversion
- Principle:Volcengine Verl Reward Model Scoring
- Principle:Triton inference server Server Model Lifecycle Testing
Implementations
- Implementation:Cohere ai Cohere python WandbConfig
- Implementation:Tensorflow Serving Resource Util Test
- Implementation:Langfuse Langfuse Seed Postgres
- Implementation:NVIDIA NeMo Curator DataDesignerStage
- Implementation:Microsoft Onnxruntime PlotMetadata
- Implementation:Apache Paimon Schema
- Implementation:Openai Openai python Response Code Interpreter Tool Call Param
- Implementation:Kserve Kserve InferenceGraph CRD Spec
- Implementation:Zai org CogVideo Caption Load Video
- Implementation:Open compass VLMEvalKit Cosmos
Heuristics
- Heuristic:Cypress io Cypress Xvfb Display Gotcha
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
- Heuristic:Tensorflow Tfjs Backend Selection Strategy
- Heuristic:Liu00222 Open Prompt Injection BPE Retokenization Parameters
- Heuristic:Bigscience workshop Petals Randomized Rebalancing Intervals
- Heuristic:Vllm project Vllm GPU Memory Utilization Tuning
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
- Heuristic:Nautechsystems Nautilus trader Inflight Order Check Threshold
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
Environments
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:Togethercomputer Together python API Credentials
- Environment:Ollama Ollama GPU Runtime
- Environment:Huggingface Trl Python Core Dependencies
- Environment:Alibaba MNN GPU Metal Environment
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:Predibase Lorax Model Source Credentials