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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:Volcengine Verl Supervised Fine Tuning
- Workflow:Facebookresearch Audiocraft EnCodec Compression Training
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:Haifengl Smile Model Serving Pipeline
- Workflow:VainF Torch Pruning Object Detection Pruning
- Workflow:Apache Dolphinscheduler Workflow Execution Lifecycle
- Workflow:Neuml Txtai Semantic Search Pipeline
- Workflow:Astronomer Astronomer cosmos Watcher execution mode
- Workflow:Fastai Fastbook Tabular Modeling
- Workflow:Puppeteer Puppeteer Request Interception
Principles
- Principle:Mlfoundations Open flamingo Captioning Evaluation
- Principle:Nightwatchjs Nightwatch Cucumber Test Execution
- Principle:Openclaw Openclaw Docker Image Build
- Principle:Apache Dolphinscheduler SPI Plugin Registration
- Principle:Online ml River Online Feature Extraction
- Principle:Getgauge Taiko Request Interception Setup
- Principle:Ggml org Ggml Remote Procedure Call Computation
- Principle:Webdriverio Webdriverio Page Source Analysis
- Principle:Guardrails ai Guardrails ValidatorEcosystem
- Principle:Mlflow Mlflow Release Automation
Implementations
- Implementation:Trailofbits Fickling Interpreter To Ast
- Implementation:ChenghaoMou Text dedup ClusterVisualizer
- Implementation:Rapidsai Cuml Kernel SHAP
- Implementation:Puppeteer Puppeteer Browser NewPage
- Implementation:Togethercomputer Together python Transcriptions Create
- Implementation:Kserve Kserve TrainedModel Full CRD
- Implementation:Datajuicer Data juicer RemoveNonChineseCharacterlMapper
- Implementation:Neuml Txtai HuggingFace LLM
- Implementation:Bitsandbytes foundation Bitsandbytes PagedAdamW8bit
- Implementation:Pola rs Polars CatNative
Heuristics
- Heuristic:Zai org CogVideo Decord Import Order Bug
- Heuristic:Apache Druid Cluster Health Diagnostic Thresholds
- Heuristic:Microsoft Onnxruntime Threading Configuration Tips
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:Microsoft Semantic kernel Function Choice Behavior Selection
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
- Heuristic:ArroyoSystems Arroyo Stateful Operator TTL
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:Openclaw Openclaw Conservative Error Retry Classification
- Heuristic:ARISE Initiative Robomimic Checkpoint Selection Strategy
Environments
- Environment:Apache Druid Web Console Development
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:Unslothai Unsloth Python Transformers
- Environment:Openai Openai python Python 3 9 Plus
- Environment:Microsoft Onnxruntime CUDA GPU Environment
- Environment:Allenai Open instruct Docker Container
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:Princeton nlp Tree of thought llm Python OpenAI