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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:Microsoft Onnxruntime On Device Training
- Workflow:Neuml Txtai Workflow Orchestration
- Workflow:Trailofbits Fickling Pickle Safety Analysis
- Workflow:Confident ai Deepeval AI Agent Evaluation
- Workflow:NVIDIA NeMo Aligner DPO Training
- Workflow:Google deepmind Mujoco Interactive simulation
- Workflow:ClickHouse ClickHouse Server Deployment
- Workflow:Openai Evals Implementing a custom completion function
- Workflow:LaurentMazare Tch rs LLM Text Generation
- Workflow:Recommenders team Recommenders ALS Spark Recommendation
Principles
- Principle:PrefectHQ Prefect Deployment Configuration Validation
- Principle:FlowiseAI Flowise User Management
- Principle:Microsoft Onnxruntime Result Processing
- Principle:Online ml River Online Linear Regression
- Principle:Speechbrain Speechbrain Whisper Data Tokenization Pipeline
- Principle:InternLM Lmdeploy Backend Auto Selection
- Principle:FMInference FlexLLMGen Offloaded Model Loading
- Principle:Deepspeedai DeepSpeed PPO Policy Update
- Principle:Ggml org Llama cpp Server Monitoring
- Principle:Webdriverio Webdriverio Gherkin Feature Specification
Implementations
- Implementation:MaterializeInc Materialize MaterializeAdapter Relations
- Implementation:Predibase Lorax Merged Adapters Type
- Implementation:Astronomer Astronomer cosmos Pyproject Configuration
- Implementation:Iterative Dvc Push Fetch
- Implementation:Lance format Lance Java StorageOptionsProvider
- Implementation:Huggingface Transformers Fetch Hub Objects For CI
- Implementation:Anthropics Anthropic sdk python BetaRawContentBlockStartEvent
- Implementation:Scikit learn Scikit learn KNeighborsRegressor
- Implementation:Microsoft Playwright MCP Bundle Package Lock
- Implementation:NVIDIA TransformerEngine JAX Dequantizer
Heuristics
- Heuristic:ARISE Initiative Robosuite XML Reset Method Tradeoff
- Heuristic:ChenghaoMou Text dedup False Positive Verification Tradeoff
- Heuristic:Huggingface Diffusers VAE Scaling Factors
- Heuristic:Marker Inc Korea AutoRAG Empty Result Fallback
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:Apache Hudi Data Skipping Limitations
- Heuristic:Microsoft DeepSpeedExamples SuperOffload NUMA Binding
- Heuristic:Fede1024 Rust rdkafka Main Queue Poll Interval
- Heuristic:SeldonIO Seldon core Autoscaling Dual Config Tip
- Heuristic:Datajuicer Data juicer Partition Size Tuning
Environments
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:Langgenius Dify Node Frontend Environment
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:Unstructured IO Unstructured PDF Dependencies
- Environment:Lance format Lance Rust Toolchain
- Environment:Gretelai Gretel synthetics Python Base Environment
- Environment:OpenHands OpenHands SaaS Server Environment