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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:OpenHands OpenHands SaaS Server Assembly
- Workflow:FMInference FlexLLMGen Data Wrangling Batch Inference
- Workflow:Ggml org Llama cpp Model Quantization
- Workflow:Apache Druid SQL Based Data Ingestion
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:ArroyoSystems Arroyo UDF Development
- Workflow:Dagster io Dagster DSPy Optimization
- Workflow:Cleanlab Cleanlab Object Detection Label Quality
- Workflow:Pola rs Polars Time Series Analysis
Principles
- Principle:Microsoft Semantic kernel Prompt Invocation
- Principle:Scikit learn Scikit learn Column Composition
- Principle:Openclaw Openclaw Version Update
- Principle:TobikoData Sqlmesh PR Environment Creation
- Principle:Openclaw Openclaw Gateway Restart
- Principle:Sdv dev SDV Single Table Model Fitting
- Principle:Promptfoo Promptfoo Telemetry Collection
- Principle:Online ml River Holt Winters Forecasting
- Principle:SeleniumHQ Selenium Session Termination
- Principle:Allenai Open instruct SFT Dataset Preparation
Implementations
- Implementation:Apache Flink HadoopUtils
- Implementation:Ollama Ollama Llama Log
- Implementation:Treeverse LakeFS Java SDK Model ActionRun
- Implementation:Ggml org Llama cpp Diffusion CLI
- Implementation:Lance format Lance LegacyBinaryEncoding
- Implementation:Deepspeedai DeepSpeed InferenceEngine Forward
- Implementation:Sktime Pytorch forecasting RecurrentNetwork
- Implementation:Vllm project Vllm CPU Types VXE
- Implementation:Microsoft Playwright LaunchContext
- Implementation:PeterL1n BackgroundMattingV2 MattingRefine
Heuristics
- Heuristic:Spotify Luigi PySpark Task Serialization
- Heuristic:Fastai Fastbook Learning Rate Finder Rule
- Heuristic:Truera Trulens Trace Compression Token Limits
- Heuristic:PrefectHQ Prefect Concurrency Limit Scoping
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
- Heuristic:Mage ai Mage ai HTTP Error Classification
- Heuristic:Mit han lab Llm awq Kernel Selection Thresholds
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
Environments
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Huggingface Datasets Python PyArrow Core
- Environment:Intel Ipex llm Portable Environment
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies