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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:Unstructured IO Unstructured Chunking And Embedding
- Workflow:Google deepmind Dm control Locomotion Task Setup
- Workflow:Spotify Luigi Database Ingestion Pipeline
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:Apache Dolphinscheduler Workflow Execution Lifecycle
- Workflow:Bentoml BentoML Multi Model Composition
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:CARLA simulator Carla Traffic Generation
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
Principles
- Principle:OpenHands OpenHands Business Route Mounting
- Principle:Haosulab ManiSkill Digital Twin Construction
- Principle:Testtimescaling Testtimescaling github io Course Branch Bootstrapping
- Principle:Groq Groq python Message Construction
- Principle:Openclaw Openclaw Reply Delivery
- Principle:CrewAIInc CrewAI Performance Testing
- Principle:Datajuicer Data juicer Data Format Loading
- Principle:Kornia Kornia ONNX Dependency Setup
- Principle:Sail sg LongSpec Math Equivalence Evaluation
- Principle:Huggingface Transformers Distributed Process Initialization
Implementations
- Implementation:Apache Airflow Metrics Validators
- Implementation:CrewAIInc CrewAI PDF Search Tool
- Implementation:Microsoft Autogen Studio Tool Fields
- Implementation:Treeverse LakeFS Java SDK Model GarbageCollectionRule
- Implementation:Diagram of thought Diagram of thought Proposer Critic XML Cycle
- Implementation:NVIDIA TransformerEngine PyTorch Triton Cross Entropy
- Implementation:Facebookresearch Audiocraft MusicGenStyleApp
- Implementation:Puppeteer Puppeteer Common Types
- Implementation:Datahub project Datahub ServerConfig
- Implementation:Tencent Ncnn Torch Jit Trace
Heuristics
- Heuristic:LaurentMazare Tch rs MPS Weight Loading Workaround
- Heuristic:Bentoml BentoML Adaptive Batching Tuning
- Heuristic:Microsoft Onnxruntime Convergence Debugging Tips
- Heuristic:Anthropics Anthropic sdk python Model Deprecation Awareness
- Heuristic:ChenghaoMou Text dedup Mersenne Prime Backward Compatibility
- Heuristic:NVIDIA TransformerEngine Attention Backend Selection
- Heuristic:Shiyu coder Kronos Gradient Clipping Strategy
- Heuristic:Apache Paimon Vector Index Configuration Tips
- Heuristic:Unstructured IO Unstructured Warning Deprecated Staging Base
- Heuristic:LMCache LMCache Chunk Size And Default Config
Environments
- Environment:Apache Hudi Docker Demo Environment
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:Apache Spark Python Environment
- Environment:Cypress io Cypress Linux Display Server
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:Microsoft Playwright Browser Binaries Environment
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime