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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:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:ContextualAI HALOs Reward Model Training
- Workflow:Run llama Llama index OpenAI LLM Finetuning
- Workflow:Langgenius Dify Application Creation
- Workflow:CrewAIInc CrewAI Hierarchical Crew Execution
- Workflow:MarketSquare Robotframework browser Installation and Setup
- Workflow:Puppeteer Puppeteer Browser Installation And Management
- Workflow:Gretelai Gretel synthetics DataFrame Batch Synthesis
- Workflow:Dotnet Machinelearning Time Series Forecasting
- Workflow:Mbzuai oryx Awesome LLM Post training Research Trend Analysis
Principles
- Principle:Vllm project Vllm Multimodal Output Processing
- Principle:Ggml org Llama cpp Vocabulary System
- Principle:Datajuicer Data juicer Data Aggregation
- Principle:Cypress io Cypress Release Verification
- Principle:Vllm project Vllm API Server Deployment
- Principle:ARISE Initiative Robosuite Gymnasium Environment Wrapping
- Principle:Huggingface Datatrove PII Removal
- Principle:Sgl project Sglang Generation Program Execution
- Principle:CrewAIInc CrewAI Semantic Retrieval
- Principle:SeleniumHQ Selenium CDP Event Subscription
Implementations
- Implementation:Openai Whisper Get Writer
- Implementation:Open compass VLMEvalKit LLama3Mixsense
- Implementation:Apache Hudi HoodieContinuousSplitEnumerator HandleSplitRequest
- Implementation:SeleniumHQ Selenium Closure Testing Mock
- Implementation:Facebookresearch Habitat lab Config dataclass pattern
- Implementation:Elevenlabs Elevenlabs python Voice Model
- Implementation:Datahub project Datahub KafkaEmitterConfig
- Implementation:Mage ai Mage ai Datadog Streams
- Implementation:SeleniumHQ Selenium WebAuthn Credential
- Implementation:Interpretml Interpret LogLossBinaryObjective
Heuristics
- Heuristic:Scikit learn Scikit learn Warning Deprecated PassiveAggressive
- Heuristic:Dotnet Machinelearning AutoML SMAC Dimension Limit
- Heuristic:Romsto Speculative Decoding Filler Top K Tuning
- Heuristic:Cypress io Cypress Timeout Tuning
- Heuristic:Truera Trulens Trace Compression Token Limits
- Heuristic:Sgl project Sglang Schedule Conservativeness Tuning
- Heuristic:ClickHouse ClickHouse Test Writing Conventions
- Heuristic:Microsoft Agent framework Async Context Manager Cleanup
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:CARLA simulator Carla Client Server Version Match
Environments
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:Microsoft Playwright Platform Support Environment
- Environment:Mlc ai Mlc llm OpenCL Android Environment
- Environment:Farama Foundation Gymnasium JAX Functional Backend
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:Microsoft Onnxruntime Python Inference Environment
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:Arize ai Phoenix OpenTelemetry SDK