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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:OWASP Www project top 10 for large language model applications Vulnerability Translation
- Workflow:Onnx Onnx External Data Handling
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:Google research Deduplicate text datasets Cross dataset deduplication
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:Alibaba ROLL DPO Training Pipeline
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
Principles
- Principle:Openai Openai node Client Side Stream Consumption
- Principle:Mage ai Mage ai Batch Export
- Principle:Openclaw Openclaw Extension Type Identification
- Principle:Risingwavelabs Risingwave Test Coverage Assurance
- Principle:OpenRLHF OpenRLHF Causal LM Actor Loading
- Principle:Danijar Dreamerv3 Random Baseline Agent
- Principle:Webdriverio Webdriverio Global API
- Principle:Guardrails ai Guardrails Guard Validator Composition
- Principle:Marker Inc Korea AutoRAG Corpus Instantiation
- Principle:Huggingface Alignment handbook LoRA Adapter Configuration
Implementations
- Implementation:Elevenlabs Elevenlabs python IvcClient Create
- Implementation:TobikoData Sqlmesh Tbk Components
- Implementation:Iterative Dvc ProjectFile Dump
- Implementation:CrewAIInc CrewAI YouTube Channel Search Tool
- Implementation:Kserve Kserve Kubeflow RBAC ClusterRoles
- Implementation:Google deepmind Dm control Suite Point Mass
- Implementation:Hiyouga LLaMA Factory NPU RoPE
- Implementation:Google deepmind Mujoco Simulate Header
- Implementation:Avhz RustQuant Vertex
- Implementation:Vespa engine Vespa Docproc ABI Spec
Heuristics
- Heuristic:Openclaw Openclaw Conservative Error Retry Classification
- Heuristic:Eventual Inc Daft Runner Selection Guide
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:Apache Hudi Write Memory Tuning
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
- Heuristic:MarketSquare Robotframework browser Docker Chrome Security
- Heuristic:Langgenius Dify Token Refresh Loop Prevention
- Heuristic:Hpcaitech ColossalAI CUDA Device Max Connections Tip
- Heuristic:Gretelai Gretel synthetics Parallel Generation CUDA Disable
Environments
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Heibaiying BigData Notes Java 8 Maven Environment
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment