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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:Datahub project Datahub Java SDK V2 Entity Management
- Workflow:Langgenius Dify App Creation and Configuration
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:Cleanlab Cleanlab Token Classification Label Quality
- Workflow:Apache Airflow Scheduler Operation and Task Execution
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:DataExpert io Data engineer handbook PySpark Iceberg Job Execution
- Workflow:HKUDS AI Trader Multi Agent Comparison
- Workflow:Dagster io Dagster Modal Serverless Pipeline
- Workflow:Openai Openai agents python Human In The Loop Approval
Principles
- Principle:Ollama Ollama Llama Cpp Common Library
- Principle:Huggingface Datasets Feature Type Definition
- Principle:AUTOMATIC1111 Stable diffusion webui Extension Architecture
- Principle:OpenHands OpenHands Nested Conversation Creation
- Principle:Huggingface Alignment handbook LoRA Adapter Configuration
- Principle:NVIDIA NeMo Aligner DPO Reference Policy Management
- Principle:Avhz RustQuant Error Handling
- Principle:Ggml org Llama cpp DiffusionGeneration
- Principle:Kornia Kornia Augmentation Transforms
- Principle:Spotify Luigi Distributed Processing
Implementations
- Implementation:ArroyoSystems Arroyo Pipeline Api Types
- Implementation:Protectai Llm guard Configure otel
- Implementation:SeleniumHQ Selenium Closure SafeStyleSheet
- Implementation:Google deepmind Mujoco Platform ImGui Widgets
- Implementation:Allenai Open instruct ActorManager
- Implementation:FlowiseAI Flowise AnalyseFlow
- Implementation:Haosulab ManiSkill HumanoidPickPlace
- Implementation:Neuml Txtai HFTrainer Parse
- Implementation:Haosulab ManiSkill CPUGymWrapper
- Implementation:Ray project Ray Serve DeploymentInfo
Heuristics
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
- Heuristic:Openai Openai node RunTools Loop Limit
- Heuristic:Huggingface Diffusers Guidance Scale Defaults
- Heuristic:Open compass VLMEvalKit WORLD SIZE Unset For Model Building
- Heuristic:ClickHouse ClickHouse Debug Build Tips
- Heuristic:Vespa engine Vespa Log Level Inheritance Polling
- Heuristic:ArroyoSystems Arroyo Checkpoint Interval Tuning
- Heuristic:Apache Beam Warning Deprecated Twister2 Runner
- Heuristic:Haotian liu LLaVA Quantization MM Projector Exclusion
- Heuristic:Bentoml BentoML Thread Env Vars Setting
Environments
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Huggingface Diffusers Attention Backends
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Tensorflow Serving Python Client Environment
- Environment:Huggingface Diffusers PyTorch CUDA Runtime
- Environment:Lm sys FastChat GPU CUDA Inference