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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:Cypress io Cypress E2E Test Execution
- Workflow:Ggml org Llama cpp Model Perplexity Evaluation
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:Diagram of thought Diagram of thought DoT Trace Extraction
- Workflow:Avhz RustQuant Model Calibration
- Workflow:Huggingface Open r1 Model Evaluation
- Workflow:Eric mitchell Direct preference optimization Custom Dataset Integration
- Workflow:DevExpress Testcafe CLI Test Execution
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
- Workflow:Facebookresearch Habitat lab Agent Benchmarking
Principles
- Principle:Microsoft Autogen Team Execution
- Principle:LLMBook zh LLMBook zh github io Preference Data Preparation
- Principle:Apache Dolphinscheduler Datasource Parameter Configuration
- Principle:Scikit learn contrib Imbalanced learn Random Under Sampling Boosting
- Principle:Apache Paimon Lazy Blob Loading
- Principle:Neuml Txtai Content Conversion
- Principle:Sgl project Sglang OpenAI Client Configuration
- Principle:Microsoft Semantic kernel Subprocess Composition
- Principle:Microsoft DeepSpeedExamples Baseline PyTorch Training
- Principle:MaterializeInc Materialize Composition Service Definition
Implementations
- Implementation:FMInference FlexLLMGen Policy
- Implementation:EvolvingLMMs Lab Lmms eval Alpaca Audio Utils
- Implementation:Apache Hudi OptionsResolver Write Configuration
- Implementation:Apache Kafka Docker Buildx Remove
- Implementation:EvolvingLMMs Lab Lmms eval ChatMessages
- Implementation:NVIDIA DALI EfficientDet Preprocessor
- Implementation:Tensorflow Serving Tfrt Multi Inference
- Implementation:Online ml River Tree HoeffdingTree
- Implementation:Online ml River Stats Minimum
- Implementation:Openai Openai python Vector Store Create Params
Heuristics
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
- Heuristic:Dagster io Dagster Mandatory Ruff Formatting
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
- Heuristic:Guardrails ai Guardrails Guard History Memory Management
- Heuristic:Eric mitchell Direct preference optimization TF32 Matmul Precision
- Heuristic:BerriAI Litellm SSL Cipher Optimization
- Heuristic:Sail sg LongSpec NCCL Distributed Settings
- Heuristic:Onnx Onnx Big Endian Byte Order Handling
- Heuristic:Cypress io Cypress Timeout Tuning
- Heuristic:Sdv dev SDV HMA Schema Simplification
Environments
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Unstructured IO Unstructured Ingest CLI
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:Mistralai Client python Python SDK Environment
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:VainF Torch Pruning CUDA GPU Benchmarking