Main Page
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Total Pages
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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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:Openclaw Openclaw Plugin And Skill Extension
- Workflow:Danijar Dreamerv3 Evaluation Only
- Workflow:Datahub project Datahub Docker Quickstart Deployment
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:Vllm project Vllm Structured Output Generation
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
- Workflow:BerriAI Litellm Router Load Balancing
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:TA Lib Ta lib python Abstract API Usage
- Workflow:Shiyu coder Kronos Qlib Finetuning
Principles
- Principle:Microsoft Playwright Set Up Network Route Handlers
- Principle:Kubeflow Kubeflow Documentation Update
- Principle:Zai org CogVideo MoVQ Decoder Architecture
- Principle:PeterL1n BackgroundMattingV2 Image dataset loading
- Principle:Ollama Ollama Model Manifest Creation
- Principle:Kornia Kornia Augmentation Pipeline
- Principle:Huggingface Optimum Optimized Model Loading
- Principle:Openai Openai node Training Data Upload
- Principle:Datajuicer Data juicer Operator Dependency Management
- Principle:Confident ai Deepeval Evaluation Dataset Construction
Implementations
- Implementation:Google deepmind Dm control MuJoCo Assets Export
- Implementation:Deepspeedai DeepSpeed GEMM Test
- Implementation:Datajuicer Data juicer VideoMotionScoreRaftFilter
- Implementation:Mlc ai Mlc llm Ministral3 Loader
- Implementation:MaterializeInc Materialize Cargo Workspace Config
- Implementation:Webdriverio Webdriverio ESLint NoPause
- Implementation:CARLA simulator Carla SceneLayout
- Implementation:Ggml org Ggml Sycl dpct helper
- Implementation:Allenai Open instruct LLMRayActor
- Implementation:Apache Druid Publication Config Form
Heuristics
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:Apache Shardingsphere DDL Refresher Superclass Fallback
- Heuristic:Lucidrains X transformers Gradient Clipping And Accumulation
- Heuristic:Apache Airflow Memory Management Tips
- Heuristic:Promptfoo Promptfoo Cache Configuration Tips
- Heuristic:Huggingface Diffusers Guidance Scale Defaults
- Heuristic:OpenBMB UltraFeedback Score Parsing Robustness
- Heuristic:Spotify Luigi Dynamic Requirements Generator
- Heuristic:Apache Flink Bin Packing Complexity Guard
- Heuristic:Trailofbits Fickling Race Condition Prevention
Environments
- Environment:Vllm project Vllm Environment Variables
- Environment:VainF Torch Pruning CUDA GPU Benchmarking
- Environment:Datahub project Datahub Java Build
- Environment:Triton inference server Server Docker Container Build
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:SeldonIO Seldon core Python ML Dependencies Environment
- Environment:Openai Openai python Voice Helpers
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Mistralai Client python Agents Environment
- Environment:Apache Hudi Java Maven Build Environment