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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:HKUDS AI Trader Agent Decision Loop
- Workflow:Dagster io Dagster RAG Pipeline
- Workflow:Puppeteer Puppeteer Page Screenshot Capture
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
- Workflow:NVIDIA DALI Video Processing Pipeline
- Workflow:Shiyu coder Kronos CSV Finetuning
- Workflow:Langgenius Dify Visual Workflow Builder
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:Onnx Onnx Model Validation
Principles
- Principle:Huggingface Datasets WebDataset Building
- Principle:Microsoft DeepSpeedExamples ZeRO Model Configuration
- Principle:Datahub project Datahub Java SDK Dependency Setup
- Principle:FlowiseAI Flowise Chat History Management
- Principle:Ray project Ray Autoscaling And Monitoring
- Principle:Huggingface Optimum Sharded Weight Loading
- Principle:Microsoft Semantic kernel Process Framework Frontend
- Principle:Google deepmind Mujoco Rendering Context Setup
- Principle:Ollama Ollama Model Adaptation
- Principle:Apache Paimon Developer Tooling
Implementations
- Implementation:Avhz RustQuant Bernoulli Distribution
- Implementation:Microsoft Onnxruntime CPU LSTM Grad
- Implementation:Lance format Lance Plan Compaction
- Implementation:Truera Trulens RecordInfo Component
- Implementation:CARLA simulator Carla Manage Traffic Light Tool
- Implementation:Fede1024 Rust rdkafka ClientConfig Create With Context
- Implementation:Online ml River Facto FwFM
- Implementation:NVIDIA TransformerEngine Float8CurrentScaling Recipe
- Implementation:OWASP Www project top 10 for large language model applications ResultsAnalyzer Compile Report
- Implementation:Apache Flink Mapreduce HadoopInputFormatBase
Heuristics
- Heuristic:ContextualAI HALOs Humanline Clamping
- Heuristic:SqueezeAILab ETS Embedding Model GPU Collocation
- Heuristic:Evidentlyai Evidently Column Type Inference Rules
- Heuristic:Astronomer Astronomer cosmos Cache Strategy Optimization
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
- Heuristic:HKUDS AI Trader Market Type Auto Detection
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
- Heuristic:Openclaw Openclaw Plugin Dependency Gotchas
- Heuristic:Puppeteer Puppeteer Timeout Hierarchy
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
Environments
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:Mlc ai Mlc llm TVM Runtime Environment
- Environment:MaterializeInc Materialize Python CI Builder Runtime
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:Apache Spark Kubernetes Runtime
- Environment:Vllm project Vllm AWS ECR