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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:Lance format Lance Table Optimization
- Workflow:Googleapis Python genai Text Content Generation
- Workflow:Pyro ppl Pyro MCMC Inference
- Workflow:OpenBMB UltraFeedback Dataset Construction
- Workflow:Apache Paimon Vector Similarity Search
- Workflow:Snorkel team Snorkel Data Augmentation
- Workflow:ArroyoSystems Arroyo Connection Setup
- Workflow:Iterative Dvc Remote Data Sync
- Workflow:Apache Spark Release Process
- Workflow:Openai Openai agents python Basic Agent Execution
Principles
- Principle:Mistralai Client python Response Processing
- Principle:Alibaba MNN Diffusion Engine Compilation
- Principle:MaterializeInc Materialize Cluster and Index Configuration
- Principle:Apache Spark Dependency Pinning
- Principle:Huggingface Optimum Quantized Weight Packing
- Principle:Getgauge Taiko Request Handler Functions
- Principle:ARISE Initiative Robosuite HDF5 Dataset Aggregation
- Principle:Confident ai Deepeval Evaluation Result Analysis
- Principle:Dagster io Dagster BI Tool Integration
- Principle:MaterializeInc Materialize Upgrade Validation
Implementations
- Implementation:Huggingface Trl GRPOTrainer Train Loop
- Implementation:Explodinggradients Ragas OpikTracer Class
- Implementation:Predibase Lorax Rotary Embedding
- Implementation:Vllm project Vllm Scaled MM Epilogues C2X
- Implementation:Risingwavelabs Risingwave OpensearchRestHighLevelClientAdapter
- Implementation:Open compass VLMEvalKit RefCOCODataset
- Implementation:Helicone Helicone ToFilterNode
- Implementation:Kubeflow Pipelines MLMD Service Protobuf
- Implementation:Apache Shardingsphere StandaloneContextManagerBuilder Build
- Implementation:Treeverse LakeFS Java SDK MetadataApi
Heuristics
- Heuristic:Hpcaitech ColossalAI CUDA Device Max Connections Tip
- Heuristic:Huggingface Datasets Warning Deprecated Pandas Builder
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
- Heuristic:Cypress io Cypress V8 Snapshot Memory
- Heuristic:Princeton nlp Tree of thought llm Global State Token Counting
- Heuristic:Duckdb Duckdb Version Sync Across Files
- Heuristic:Evidentlyai Evidently Statistical Test Auto Selection
- Heuristic:Intel Ipex llm DeepSpeed Tensor Parallel Tips
- Heuristic:Princeton nlp SimPO Left Truncation Strategy
- Heuristic:Huggingface Datasets Num Proc Guidelines
Environments
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Protectai Modelscan H5py Optional
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Facebookresearch Audiocraft AudioCraft Environment Variables
- Environment:Huggingface Open r1 vLLM Server
- Environment:Pola rs Polars GPU Execution Environment
- Environment:Lance format Lance Rust Toolchain
- Environment:Lucidrains X transformers Python Environment