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1,118
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:Zai org CogVideo Diffusers Text to Video Inference
- Workflow:Openclaw Openclaw Plugin And Skill Extension
- Workflow:OpenRLHF OpenRLHF DPO Training
- Workflow:Langgenius Dify Plugin Installation and Configuration
- Workflow:Unslothai Unsloth Vision Model Finetuning
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:Apache Paimon Blob Storage With Descriptors
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:HKUDS AI Trader Agent Decision Loop
Principles
- Principle:Huggingface Datasets Image Feature Handling
- Principle:Haifengl Smile SQL Query Execution
- Principle:Apache Dolphinscheduler RPC Service Contract Definition
- Principle:Neuml Txtai Model Fine Tuning
- Principle:MaterializeInc Materialize Deployment Configuration Update
- Principle:Marker Inc Korea AutoRAG Best Config Extraction
- Principle:Online ml River Online ML Utilities
- Principle:Evidentlyai Evidently ML Task Configuration
- Principle:Interpretml Interpret Morris Sensitivity Analysis
- Principle:Ggml org Ggml SYCL GPU Computation
Implementations
- Implementation:Scikit learn Scikit learn NeighborhoodComponentsAnalysis
- Implementation:DevExpress Testcafe ErrorTypes
- Implementation:Huggingface Datasets DeleteFromHubCommand
- Implementation:Zai org CogVideo Encode Video Frames
- Implementation:TobikoData Sqlmesh WebClient OpenAPI Spec
- Implementation:Guardrails ai Guardrails Embedding
- Implementation:Mlflow Mlflow ML Package Versions
- Implementation:Tencent Ncnn YOLOv3 Example
- Implementation:Microsoft Playwright Client WebSocket
- Implementation:FMInference FlexLLMGen CompressionConfig
Heuristics
- Heuristic:Marker Inc Korea AutoRAG GPU Memory Cleanup Pattern
- Heuristic:Spotify Luigi Batch Parameter Aggregation
- Heuristic:Vllm project Vllm Attention Backend Selection
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Vibrantlabsai Ragas Warning Deprecated V1 Metrics
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
- Heuristic:Huggingface Transformers Dataloader Pin Memory NonBlocking
- Heuristic:EvolvingLMMs Lab Lmms eval Bootstrap Iteration Optimization
- Heuristic:Zai org CogVideo Scheduler and Guidance Selection
Environments
- Environment:Openai Whisper FFmpeg
- Environment:Huggingface Trl Python Core Dependencies
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Getgauge Taiko Node Runtime
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:LLMBook zh LLMBook zh github io Data Processing Environment
- Environment:Microsoft Playwright Platform Support Environment
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:Bentoml BentoML NVIDIA GPU Resource