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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:Ggml org Ggml MNIST Training And Evaluation
- Workflow:Onnx Onnx Model Creation
- Workflow:CarperAI Trlx RLHF Summarization Pipeline
- Workflow:Risingwavelabs Risingwave Sink Connector Pipeline
- Workflow:Dagster io Dagster Bluesky Analytics
- Workflow:Arize ai Phoenix Span Annotation Pipeline
- Workflow:Bigscience workshop Petals Prompt Tuning Classification
- Workflow:Pyro ppl Pyro MCMC Inference
- Workflow:ChenghaoMou Text dedup Suffix Array Deduplication
- Workflow:Huggingface Datatrove Synthetic Data Generation
Principles
- Principle:ClickHouse ClickHouse Hex Binary Encoding
- Principle:Elevenlabs Elevenlabs python Realtime Speech to Text
- Principle:Treeverse LakeFS Java SDK Client Configuration
- Principle:Haotian liu LLaVA Weight Delta Application
- Principle:Mlc ai Mlc llm Synchronous Engine Initialization
- Principle:ContextualAI HALOs Feedback Labeling
- Principle:Langgenius Dify Annotation System
- Principle:Openai Openai python Response Processing
- Principle:Neuml Txtai Training Arguments
- Principle:Tensorflow Serving Loader Abstraction
Implementations
- Implementation:Infiniflow Ragflow Api Constants
- Implementation:Astronomer Astronomer cosmos Package Exports
- Implementation:ClickHouse ClickHouse Clickhouse Local Query
- Implementation:Run llama Llama index TokenCounter
- Implementation:Huggingface Open r1 Get Model and Tokenizer
- Implementation:Kserve Kserve Initial InferenceService Deployment
- Implementation:Spotify Luigi Luigi Build Run
- Implementation:Triton inference server Server Classification
- Implementation:Apache Paimon ThreadPoolUtils
- Implementation:Huggingface Datasets NumpyFormatter
Heuristics
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:ARISE Initiative Robomimic Data Worker Tuning By Modality
- Heuristic:Iamhankai Forest of Thought Early Stop Majority Vote
- Heuristic:Sdv dev SDV Gaussian KDE Incompatibility
- Heuristic:ClickHouse ClickHouse Debug Build Tips
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
- Heuristic:VainF Torch Pruning AutoGrad Dependency Graph
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
- Heuristic:Groq Groq python Error Handling Hierarchy
Environments
- Environment:ArroyoSystems Arroyo Object Storage
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Farama Foundation Gymnasium JAX Functional Backend
- Environment:Protectai Modelscan Python Core Runtime
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Pytorch Serve CUDA GPU Environment
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment