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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:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
- Workflow:HKUDS AI Trader End to End US Stock Trading
- Workflow:Roboflow Rf detr Roboflow Deployment
- Workflow:Apache Flink Hybrid Source Switching
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:Mlc ai Web llm Function Calling
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:FlagOpen FlagEmbedding Embedder Inference
- Workflow:Langgenius Dify Application Creation
- Workflow:Puppeteer Puppeteer PDF Generation
Principles
- Principle:TA Lib Ta lib python Streaming Indicator Computation
- Principle:Ollama Ollama Integrity Verification
- Principle:Ollama Ollama Model Loading
- Principle:Apache Paimon Atomic Commit
- Principle:Webdriverio Webdriverio ESLint Plugin Architecture
- Principle:Iamhankai Forest of Thought Argument Parsing
- Principle:InternLM Lmdeploy Calibration Dataset Preparation
- Principle:Speechbrain Speechbrain Whisper Dataset Preparation
- Principle:Scikit learn Scikit learn Kernel Methods
- Principle:Sgl project Sglang OpenAI Client Configuration
Implementations
- Implementation:Explodinggradients Ragas SimpleCriteriaScore Metric
- Implementation:FlowiseAI Flowise LoginActivity
- Implementation:Interpretml Interpret DetermineLinkFunction
- Implementation:Anthropics Anthropic sdk python BetaToolUnionParam
- Implementation:Deepset ai Haystack Document Dataclass
- Implementation:ClickHouse ClickHouse Praktika CI Framework
- Implementation:Ggml org Llama cpp Chat Parser Header
- Implementation:Dagster io Dagster MIPROv2 Optimizer Pattern
- Implementation:Apache Kafka Trogdor Script
- Implementation:Facebookresearch Habitat lab GuiThrowHelper
Heuristics
- Heuristic:LMCache LMCache Health Monitor Thresholds
- Heuristic:Alibaba ROLL Dynamic Batching Token Limits
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:Iterative Dvc Run Cache Restoration Strategy
- Heuristic:PeterL1n BackgroundMattingV2 ONNX Patch Method Compatibility
- Heuristic:Zai org CogVideo LoRA Configuration Tips
- Heuristic:Duckdb Duckdb Sanitizer Configuration
- Heuristic:Cleanlab Cleanlab Confident Threshold Heuristic
- Heuristic:CARLA simulator Carla Walker Spawn Vertical Offset
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
Environments
- Environment:Arize ai Phoenix Python Runtime
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:BerriAI Litellm Observability Stack
- Environment:LMCache LMCache Python Runtime
- Environment:Farama Foundation Gymnasium JAX Functional Backend
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:NVIDIA NeMo Curator Video Codec Stack
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:Intel Ipex llm NPU Environment
- Environment:Arize ai Phoenix Frontend Node 22