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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:Iamhankai Forest of Thought FoT Benchmark Evaluation
- Workflow:Googleapis Python genai Image Generation Pipeline
- Workflow:FlagOpen FlagEmbedding Embedder Finetuning
- Workflow:Spotify Luigi Spark Processing Pipeline
- Workflow:LMCache LMCache KV Cache Offloading
- Workflow:ContextualAI HALOs Model Evaluation
- Workflow:Dotnet Machinelearning Text Classification
- Workflow:MaterializeInc Materialize Upgrade Testing
- Workflow:Snorkel team Snorkel Multitask Classification
- Workflow:Mit han lab Llm awq HuggingFace Model Export
Principles
- Principle:Huggingface Datasets Arrow File Reading
- Principle:Ucbepic Docetl Output Management
- Principle:Triton inference server Server Signal Handling
- Principle:Huggingface Datasets Semantic Versioning
- Principle:Apache Flink Object Reuse
- Principle:Ggml org Llama cpp Speculation Strategy Selection
- Principle:Langfuse Langfuse Ingestion Queue Dispatch
- Principle:Openai Openai python Image Result Processing
- Principle:Mistralai Client python Message Construction
- Principle:Cleanlab Cleanlab Multilabel Label Issue Filtering
Implementations
- Implementation:Ggml org Llama cpp Ngram Map Header
- Implementation:Apache Paimon FileIO
- Implementation:Promptfoo Promptfoo Root Package Lock
- Implementation:Datajuicer Data juicer VideoFFmpegWrappedMapper
- Implementation:Kornia Kornia Raw Bayer Conversion
- Implementation:Pytorch Serve MMFHandler
- Implementation:Microsoft DeepSpeedExamples BingBert Turing FocalLoss
- Implementation:Apache Paimon DataTypeFamily
- Implementation:Heibaiying BigData Notes HBaseUtils CreateTable
- Implementation:Langfuse Langfuse Score Application Validation
Heuristics
- Heuristic:Huggingface Datatrove FineWeb Filter Pipeline Order
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:Heibaiying BigData Notes Maven Shade Packaging Tip
- Heuristic:Huggingface Datasets Warning Deprecated Pandas Builder
- Heuristic:AnswerDotAI RAGatouille Auto Batch Size For Long Documents
- Heuristic:Facebookresearch Audiocraft Generation Parameter Defaults
- Heuristic:OpenRLHF OpenRLHF vLLM Embedding Resize Warning
- Heuristic:Hpcaitech ColossalAI Gradient Checkpointing Memory Tip
- Heuristic:Microsoft BIPIA LLAMA Pad Token Workaround
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
Environments
- Environment:Togethercomputer Together python API Credentials
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:MaterializeInc Materialize Python CI Builder Runtime
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:Microsoft Onnxruntime CUDA GPU Environment
- Environment:Langchain ai Langchain OpenAI API Credentials
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:FlowiseAI Flowise Node Runtime Environment