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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:Tensorflow Tfjs Sequential Model Training
- Workflow:Openai Whisper Language Detection And Decoding
- Workflow:Puppeteer Puppeteer Page Screenshot Capture
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:Turboderp org Exllamav2 EXL2 Model Conversion
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:Dagster io Dagster Dbt Integration
- Workflow:NVIDIA DALI Video Processing Pipeline
- Workflow:Ggml org Llama cpp Model Perplexity Evaluation
- Workflow:Protectai Modelscan Custom Scanner Plugin
Principles
- Principle:Alibaba ROLL RLVR Dataset Preparation
- Principle:BerriAI Litellm Monitoring Operations
- Principle:CarperAI Trlx Reward Function Design
- Principle:LaurentMazare Tch rs TorchScript Loading
- Principle:Getgauge Taiko Text Input
- Principle:Confident ai Deepeval Exception Hierarchy Design
- Principle:Pyro ppl Pyro Minimal PPL
- Principle:OpenHands OpenHands Name Validation
- Principle:NVIDIA DALI External Data Source
- Principle:Guardrails ai Guardrails Structured Output Strategy
Implementations
- Implementation:Ucbepic Docetl PipelineSettings
- Implementation:InternLM Lmdeploy DecodingConfig
- Implementation:TobikoData Sqlmesh PlanOptions
- Implementation:Onnx Onnx ArrayRef
- Implementation:OpenHands OpenHands SlackView
- Implementation:Explodinggradients Ragas InMemoryBackend Class
- Implementation:Triton inference server Server L0 Storage S3 Local Test
- Implementation:Interpretml Interpret DatasetShared
- Implementation:Online ml River Forest OXTRegressor
- Implementation:Neuml Txtai Agent Call
Heuristics
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:Mlc ai Mlc llm OpenCL Memory Floor Workaround
- Heuristic:Haosulab ManiSkill GPU Memory Buffer Tuning
- Heuristic:ThreeSR Awesome Inference Time Scaling Duplicate Detection By Title
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:Bitsandbytes foundation Bitsandbytes Blocksize Platform Defaults
- Heuristic:Duckdb Duckdb Build Parallelism Tuning
- Heuristic:Triton inference server Server Model Instance Scaling
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
Environments
- Environment:Cypress io Cypress Linux Display Server
- Environment:Sail sg LongSpec Training Environment
- Environment:Getgauge Taiko Docker Container
- Environment:Online ml River Python Runtime Environment
- Environment:Apache Paimon Python Core Runtime
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:Intel Ipex llm Windows Environment
- Environment:DevExpress Testcafe Node Runtime
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime