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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:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:Ggml org Ggml Vision Model Inference
- Workflow:Datajuicer Data juicer Text Data Processing Pipeline
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:Vibrantlabsai Ragas Testset Generation
- Workflow:AUTOMATIC1111 Stable diffusion webui Hypernetwork training
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:EvolvingLMMs Lab Lmms eval Server Mode Evaluation
- Workflow:Ucbepic Docetl YAML Pipeline Execution
- Workflow:MaterializeInc Materialize CI Pipeline Generation
Principles
- Principle:LLMBook zh LLMBook zh github io BPE Tokenization
- Principle:Triton inference server Server Component Model Preparation
- Principle:Mlflow Mlflow Error Handling and Exception Hierarchy
- Principle:Protectai Llm guard Prompt Injection Detection
- Principle:Romsto Speculative Decoding Input Tokenization
- Principle:Fede1024 Rust rdkafka Message Stream Processing
- Principle:Openclaw Openclaw Version Update
- Principle:NVIDIA TransformerEngine Drop In Linear Replacement
- Principle:Datahub project Datahub Action Pipeline Configuration
- Principle:ArroyoSystems Arroyo Schema Definition
Implementations
- Implementation:ARISE Initiative Robosuite Controller Base
- Implementation:Arize ai Phoenix App Pnpm Lock
- Implementation:Zai org CogVideo MoVQ Encoder3D
- Implementation:Ray project Ray Metric Count
- Implementation:CARLA simulator Carla Python Control Bindings
- Implementation:Apache Shardingsphere DatabaseRuleNodeGenerator Generate
- Implementation:Datajuicer Data juicer ImageDetectionYoloMapper
- Implementation:Ollama Ollama Convert Qwen3Vl
- Implementation:Volcengine Verl HH RLHF Data Preprocessing
- Implementation:Online ml River Imblearn ChebyshevSampler
Heuristics
- Heuristic:Huggingface Optimum Dummy Input Shape Defaults
- Heuristic:Datahub project Datahub Docker Memory Preflight
- Heuristic:Avhz RustQuant Learning Rate Tuning
- Heuristic:Axolotl ai cloud Axolotl FSDP Configuration Guide
- Heuristic:VainF Torch Pruning GQA Head Pruning Constraints
- Heuristic:Fede1024 Rust rdkafka Queue Buffering Priority
- Heuristic:Mlc ai Web llm Low Resource Model Selection
- Heuristic:SeleniumHQ Selenium Warning Deprecated HasDownloads GetDownloadableFiles
- Heuristic:Cleanlab Cleanlab Label Quality Scoring Method Selection
- Heuristic:Scikit learn Scikit learn Warning Deprecated PassiveAggressive
Environments
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Interpretml Interpret Native Libebm Environment
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:Microsoft Onnxruntime Distributed Training Environment
- Environment:Getgauge Taiko Node Runtime