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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:Huggingface Peft LoRA Embedding Semantic Search
- Workflow:MaterializeInc Materialize Upgrade Testing
- Workflow:CarperAI Trlx PPO Sentiment Training
- Workflow:Apache Hudi Flink Batch Incremental Read
- Workflow:Openai Openai agents python Guardrails Secured Agent
- Workflow:Datahub project Datahub Spark Lineage Capture
- Workflow:MaterializeInc Materialize Release Process
- Workflow:MarketSquare Robotframework browser API Testing via Browser
- Workflow:Hiyouga LLaMA Factory Full Parameter SFT
- Workflow:Huggingface Peft Prompt Tuning Classification
Principles
- Principle:Junyanz Pytorch CycleGAN and pix2pix Unpaired Image Translation
- Principle:Groq Groq python Batch Status Polling
- Principle:Puppeteer Puppeteer Request Interception
- Principle:Microsoft BIPIA Clean Response Collection
- Principle:LaurentMazare Tch rs Tensor Indexing Operations
- Principle:Openclaw Openclaw Channel Setup
- Principle:Vespa engine Vespa Log Target and Level Configuration
- Principle:Deepspeedai DeepSpeed Hybrid Engine Init
- Principle:Online ml River Incremental Clustering Interface
- Principle:Huggingface Optimum Export Configuration Construction
Implementations
- Implementation:Online ml River Metrics GeometricMean
- Implementation:Openai Openai node Transcriptions Create
- Implementation:Langchain ai Langchain PyPI Trusted Publishing Production
- Implementation:Apache Druid Aggregate Macro
- Implementation:Mlc ai Mlc llm Model Metadata Impl
- Implementation:Langfuse Langfuse Eval JSONPath Extraction Utilities
- Implementation:PrefectHQ Prefect Pause Flow Run
- Implementation:Gretelai Gretel synthetics ACTGANSynthesizer Actual Fit
- Implementation:BerriAI Litellm Managed Files
- Implementation:HKUDS AI Trader Jina Search Tool
Heuristics
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix High Res Crop Training
- Heuristic:Spotify Luigi Marker Table Idempotency
- Heuristic:Apache Druid Capability Detection Strategy
- Heuristic:Langchain ai Langchain Retry Scope Best Practice
- Heuristic:Microsoft Semantic kernel Prompt Injection Safety
- Heuristic:Alibaba ROLL Sequence Packing Alignment
- Heuristic:Marker Inc Korea AutoRAG Empty Result Fallback
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:ArroyoSystems Arroyo Async UDF Concurrency
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
Environments
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Promptfoo Promptfoo Provider API Keys
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Apache Beam Java Build Environment
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment
- Environment:Haotian liu LLaVA Python CUDA Training Environment