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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:Lance format Lance Dataset Lifecycle
- Workflow:Haosulab ManiSkill Custom Task Development
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:Google deepmind Mujoco Simulation benchmarking
- Workflow:Langgenius Dify App Creation and Configuration
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:Bentoml BentoML Service Definition And Local Serving
- Workflow:Eventual Inc Daft SQL Query Analytics
- Workflow:Dotnet Machinelearning AutoML Experiment
- Workflow:BerriAI Litellm Observability Integration
Principles
- Principle:Haosulab ManiSkill MP Solver Selection
- Principle:Tensorflow Tfjs Model Evaluation And Deployment
- Principle:Togethercomputer Together python Audio Translation
- Principle:Teamcapybara Capybara Element Assertion
- Principle:Scikit learn contrib Imbalanced learn Balanced Bagging
- Principle:Allenai Open instruct Reward Extraction
- Principle:Haifengl Smile SQL to ML Bridge
- Principle:Ggml org Llama cpp Public C API
- Principle:Microsoft Playwright Clean Up Test Resources
- Principle:Apache Paimon Predicate and Projection Filtering
Implementations
- Implementation:Turboderp org Exllamav2 Sampling H
- Implementation:Online ml River Stream Iter Csv
- Implementation:OpenGVLab InternVL Streamlit Controller
- Implementation:Apache Druid SampleForTimestamp
- Implementation:Apache Beam ExecutionDriver
- Implementation:CrewAIInc CrewAI Flow Routing Primitives
- Implementation:Zai org CogVideo LookupFreeQuantization
- Implementation:Langchain ai Langchain Chroma Max Marginal Relevance Search
- Implementation:Getgauge Taiko Screenshot
- Implementation:Apache Shardingsphere ResourceSwitchManager Switch
Heuristics
- Heuristic:Dagster io Dagster Batch Size Tuning
- Heuristic:Ggml org Ggml Memory Allocation Strategy
- Heuristic:ClickHouse ClickHouse Test Writing Conventions
- Heuristic:TobikoData Sqlmesh Snapshot TTL Defaults
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Huggingface Alignment handbook Gradient Checkpointing Use Cache
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
- Heuristic:PeterL1n BackgroundMattingV2 Mixed Precision Training
- Heuristic:Predibase Lorax CUDA Graph Batch Size Caching
- Heuristic:Vllm project Vllm GPU Memory Utilization Tuning
Environments
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:Pytorch Serve Distributed Training Environment
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:Intel Ipex llm NPU Environment