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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:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
- Workflow:Openai Openai node Chat Completion
- Workflow:Openclaw Openclaw Plugin And Skill Extension
- Workflow:Mlc ai Mlc llm Model Compilation
- Workflow:AUTOMATIC1111 Stable diffusion webui Text to image generation
- Workflow:MarketSquare Robotframework browser Installation and Setup
- Workflow:Apache Beam Twister2 Batch Execution
- Workflow:Apache Druid Visual Data Exploration
- Workflow:Apache Spark Application Submission
Principles
- Principle:Datajuicer Data juicer Operator Package Registration
- Principle:Cleanlab Cleanlab Datalab Multilabel Label Issue Detection
- Principle:MaterializeInc Materialize Release Prerequisite Verification
- Principle:Avhz RustQuant Business Calendar
- Principle:Sktime Pytorch forecasting Validation Dataset Creation
- Principle:Facebookresearch Audiocraft Training Checkpoint Management
- Principle:Facebookresearch Audiocraft Compression Model Export
- Principle:Zai org CogVideo VQVAE Architecture
- Principle:Allenai Open instruct Actor Coordination
- Principle:CARLA simulator Carla Source Repository Setup
Implementations
- Implementation:Mlflow Mlflow Log Param
- Implementation:DevExpress Testcafe BrowserClient CDP
- Implementation:NVIDIA TransformerEngine TE LayerNormLinear
- Implementation:Volcengine Verl Compute GAE Advantage Return
- Implementation:Confident ai Deepeval TaskCompletionMetric
- Implementation:Togethercomputer Together python Model Types
- Implementation:Datajuicer Data juicer ParquetFormatter
- Implementation:FlagOpen FlagEmbedding EvalReranker Call
- Implementation:Protectai Llm guard Deanonymize
- Implementation:Nightwatchjs Nightwatch Page Object Type Definitions
Heuristics
- Heuristic:ChenghaoMou Text dedup Bloom Filter Single Process
- Heuristic:Isaac sim IsaacGymEnvs GPU Pipeline Selection
- Heuristic:Langchain ai Langchain Text Splitter Separator Hierarchy
- Heuristic:Trailofbits Fickling Force Flag Bypass
- Heuristic:Openai CLIP Template Ensemble For Zero Shot
- Heuristic:Allenai Open instruct Disable Dropout In RL
- Heuristic:Marker Inc Korea AutoRAG Deterministic Evaluation Generation
- Heuristic:OpenRLHF OpenRLHF Value Head ZeRO3 Init Tip
- Heuristic:Sdv dev SDV Version Compatibility
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
Environments
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4
- Environment:Openai CLIP PyTorch CUDA Runtime
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment
- Environment:NVIDIA DALI CMake Build Environment
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Turboderp org Exllamav2 Build Toolchain