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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:Spotify Luigi Database Ingestion Pipeline
- Workflow:Sgl project Sglang Offline Batch Inference
- Workflow:Openclaw Openclaw Channel Connection
- Workflow:Sdv dev SDV Data quality evaluation
- Workflow:Haifengl Smile Data Loading Pipeline
- Workflow:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
- Workflow:Interpretml Interpret EBM Training And Prediction
- Workflow:Mit han lab Llm awq HuggingFace Model Export
- Workflow:Ray project Ray Remote Task Execution
- Workflow:Alibaba ROLL DPO Training Pipeline
Principles
- Principle:Ggml org Llama cpp KVCache
- Principle:Duckdb Duckdb Quantile Estimation
- Principle:EvolvingLMMs Lab Lmms eval HTTP API Model Serving
- Principle:Intel Ipex llm Pipeline Parallel Generation
- Principle:Langgenius Dify DataTransformation
- Principle:Webdriverio Webdriverio BrowserStack Funnel Instrumentation
- Principle:MarketSquare Robotframework browser Page State Assertion
- Principle:Bigscience workshop Petals Classification Model Loading
- Principle:Pyro ppl Pyro Conditional Density Estimation
- Principle:Triton inference server Server Resource Management Testing
Implementations
- Implementation:Haosulab ManiSkill PegInsertionSide
- Implementation:Puppeteer Puppeteer Cdp Frame
- Implementation:PeterL1n BackgroundMattingV2 ZipDataset
- Implementation:Nautechsystems Nautilus trader BacktestEngine Add Instrument
- Implementation:Google deepmind Mujoco Engine Sort
- Implementation:Openai Openai python Response Reasoning Summary Part Added
- Implementation:CARLA simulator Carla RssCheck Interface
- Implementation:Microsoft Onnxruntime Module Optimizer Scheduler Init
- Implementation:Microsoft Onnxruntime CUDA LAMB Impl
- Implementation:Togethercomputer Together python Model Types
Heuristics
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:MarketSquare Robotframework browser Windows Shell NPM Workaround
- Heuristic:Mistralai Client python Stream File Uploads
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:Datahub project Datahub Docker Memory Preflight
- Heuristic:Spotify Luigi Marker Table Idempotency
Environments
- Environment:Kubeflow Kubeflow Git GitHub Environment
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:CarperAI Trlx DeepSpeed Multi GPU
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:Farama Foundation Gymnasium Box2D Physics Backend
- Environment:MaterializeInc Materialize Python CI Builder Runtime
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Vllm project Vllm AWS ECR
- Environment:Vllm project Vllm Environment Variables