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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:Gretelai Gretel synthetics LSTM Text Generation
- Workflow:Liu00222 Open Prompt Injection Detection Localization Defense
- Workflow:Rapidsai Cuml Time Series Forecasting
- Workflow:Google deepmind Dm control Manipulation Task Setup
- Workflow:Googleapis Python genai Function Calling and Tools
- Workflow:Vespa engine Vespa Document indexing pipeline
- Workflow:Vllm project Vllm Structured Output Generation
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:Princeton nlp SimPO On Policy Data Generation
- Workflow:DevExpress Testcafe Programmatic Test Execution
Principles
- Principle:Lm sys FastChat Model Weight Delta Distribution
- Principle:DevExpress Testcafe CI Dependency Installation
- Principle:Helicone Helicone Schema Mapping
- Principle:Triton inference server Server Performance Verification
- Principle:Bentoml BentoML Model Cleanup
- Principle:BerriAI Litellm Server Startup
- Principle:Testtimescaling Testtimescaling github io API Data Fetching
- Principle:Online ml River STREAMKMeans Clustering
- Principle:Duckdb Duckdb Zlib Deflate Compression
- Principle:Confident ai Deepeval Trace Configuration
Implementations
- Implementation:Microsoft Playwright Client Input
- Implementation:Mlc ai Mlc llm Attach Spec Decode Aux
- Implementation:Ucbepic Docetl JoinOptimizer
- Implementation:Avhz RustQuant Lookback Backend
- Implementation:Apache Paimon TableSnapshot
- Implementation:Apache Paimon FormatTableRead
- Implementation:Lucidrains X transformers NonAutoregressiveWrapper Init
- Implementation:Confident ai Deepeval TaskCompletionMetric
- Implementation:Promptfoo Promptfoo applyStrategies
- Implementation:Spotify Luigi RangeTask
Heuristics
- Heuristic:Fede1024 Rust rdkafka Commit Mode Sync Vs Async
- Heuristic:Ggml org Llama cpp Thread Count Tuning
- Heuristic:Huggingface Datasets Parquet Shard Sizing
- Heuristic:Langfuse Langfuse ClickHouse FINAL Skip Optimization
- Heuristic:Duckdb Duckdb Test Development Guidelines
- Heuristic:TobikoData Sqlmesh Model Change Categorization
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
- Heuristic:Volcengine Verl Layered Summon Memory Tradeoff
- Heuristic:Triton inference server Server Server Default Configuration
- Heuristic:Huggingface Alignment handbook QLoRA Learning Rate Scaling
Environments
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Unstructured IO Unstructured PDF Dependencies
- Environment:Kubeflow Pipelines Python SDK
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Dagster io Dagster GRPC Communication
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime