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Total Pages
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:Promptfoo Promptfoo Project Initialization
- Workflow:Apache Flink File Source Pipeline
- Workflow:MaterializeInc Materialize CI Pipeline Generation
- Workflow:HKUDS AI Trader Multi Agent Comparison
- Workflow:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:Langchain ai Langgraph Building a Stateful Graph
- Workflow:Danijar Dreamerv3 Evaluation Only
- Workflow:Haosulab ManiSkill Imitation Learning Pipeline
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:Sktime Pytorch forecasting DeepAR Probabilistic Forecasting
Principles
- Principle:DevExpress Testcafe Execution Parameter Tuning
- Principle:Langchain ai Langchain Streaming Routing
- Principle:LaurentMazare Tch rs Linear Layer
- Principle:Langgenius Dify Chunking Strategy
- Principle:Apache Kafka Topic CLI Bootstrap
- Principle:VainF Torch Pruning Structural Pruning
- Principle:FlowiseAI Flowise Node Registry Loading
- Principle:Spotify Luigi Database Load Verification
- Principle:Protectai Llm guard API Application Factory
- Principle:Promptfoo Promptfoo Remote Assertion Evaluation
Implementations
- Implementation:Webdriverio Webdriverio MSPO Reporter
- Implementation:Huggingface Datatrove SingleBloomFilter
- Implementation:LMCache LMCache KVController
- Implementation:Heibaiying BigData Notes HBaseUtils Delete Operations
- Implementation:Ucbepic Docetl OutputPanel
- Implementation:Intel Ipex llm Env Check Linux
- Implementation:Haosulab ManiSkill BaseEnv Step Reset
- Implementation:Zai org CogVideo DDIM Inversion Sample
- Implementation:Datahub project Datahub KafkaEmitterConfig
- Implementation:Ggml org Llama cpp Json Schema To Grammar Header
Heuristics
- Heuristic:Microsoft Semantic kernel Telemetry Log Level Configuration
- Heuristic:MaterializeInc Materialize CI Retry Strategies
- Heuristic:Unstructured IO Unstructured Libmagic Filetype Accuracy
- Heuristic:Huggingface Open r1 vLLM GPU Allocation
- Heuristic:Bigscience workshop Petals Batch Splitting Threshold
- Heuristic:Kserve Kserve Multinode Replica Calculation
- Heuristic:Predibase Lorax Quantization Backend Selection
- Heuristic:Triton inference server Server Server Default Configuration
- Heuristic:DataExpert io Data engineer handbook Docker Volume Persistence Management
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
Environments
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Dotnet Machinelearning Platform Architecture Support
- Environment:Apache Airflow Python Runtime Environment
- Environment:Heibaiying BigData Notes Storm 1 2 Environment
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Microsoft Playwright Browser Binaries Environment
- Environment:Microsoft DeepSpeedExamples RLHF Training Environment
- Environment:HKUDS AI Trader Python LangChain Runtime
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:Haotian liu LLaVA Python CUDA Training Environment