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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:Mistralai Client python Text Embeddings
- Workflow:Duckdb Duckdb Benchmark Execution
- Workflow:Datahub project Datahub CLI Metadata Ingestion
- Workflow:FMInference FlexLLMGen Data Wrangling Batch Inference
- Workflow:Helicone Helicone Cost Calculation Pipeline
- Workflow:Sdv dev SDV Single table synthesis
- Workflow:Ucbepic Docetl YAML Pipeline Execution
- Workflow:Vespa engine Vespa Logging framework initialization
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Neuml Txtai Agent Execution
Principles
- Principle:Openclaw Openclaw Deployment Health Verification
- Principle:Helicone Helicone Provider Key Management
- Principle:SeleniumHQ Selenium Test Execution Strategy
- Principle:Pola rs Polars Data Output Validation
- Principle:Openai Openai agents python Approval Processing
- Principle:Deepspeedai DeepSpeed Op Builder System
- Principle:Mlflow Mlflow Local Model Serving
- Principle:Zai org CogVideo Temporal Autoencoding
- Principle:Apache Paimon Lance Table Configuration
- Principle:Romsto Speculative Decoding Rejection Sampling Adjustment
Implementations
- Implementation:Microsoft Onnxruntime CUDA BatchNormGrad
- Implementation:DataExpert io Data engineer handbook Statsig Initialize
- Implementation:Infiniflow Ragflow Common Constants
- Implementation:SeleniumHQ Selenium Bazel Build And Go Wrapper
- Implementation:Triton inference server Server GenQaSequenceModels
- Implementation:Puppeteer Puppeteer ESLint Config
- Implementation:Sktime Pytorch forecasting NaNLabelEncoder
- Implementation:Google deepmind Mujoco Render GL2
- Implementation:Mlc ai Mlc llm Top P Pivot
- Implementation:Huggingface Diffusers ControlNetModel Forward
Heuristics
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
- Heuristic:EvolvingLMMs Lab Lmms eval Limit Flag Testing Only
- Heuristic:OpenBMB UltraFeedback GPU Memory Utilization
- Heuristic:NVIDIA NeMo Aligner Higher Stability Log Probs
- Heuristic:Unstructured IO Unstructured Chunk Size Tuning
- Heuristic:InternLM Lmdeploy KV Quantization Tradeoffs
- Heuristic:Treeverse LakeFS Batch Delay Tuning
- Heuristic:ARISE Initiative Robosuite XML Reset Method Tradeoff
- Heuristic:LaurentMazare Tch rs Device Fallback Pattern
- Heuristic:Huggingface Diffusers Guidance Scale Defaults
Environments
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:Junyanz Pytorch CycleGAN and pix2pix DDP Multi GPU
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:Pytorch Serve vLLM Engine Environment
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:Intel Ipex llm Build Environment
- Environment:Microsoft Autogen Studio Server Environment