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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 Hadoop MapReduce Pipeline
- Workflow:Iterative Dvc Data Tracking
- Workflow:Langgenius Dify Application Creation
- Workflow:Mit han lab Llm awq TinyChat LLM Deployment
- Workflow:Treeverse LakeFS Garbage Collection
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:Dagster io Dagster Modal Serverless Pipeline
- Workflow:FlowiseAI Flowise Evaluation Pipeline
- Workflow:Intel Ipex llm LoRA Finetuning
- Workflow:Tencent Ncnn PyTorch Model Conversion and Inference
Principles
- Principle:CarperAI Trlx Model Checkpointing
- Principle:FlagOpen FlagEmbedding Distributed Reranker Training
- Principle:Huggingface Optimum Pipeline Inference Execution
- Principle:Spotify Luigi Dependency Analysis
- Principle:Duckdb Duckdb Zstandard Compression
- Principle:Arize ai Phoenix Client Initialization
- Principle:Apache Airflow Post Release Activities
- Principle:Huggingface Transformers Distributed Checkpointing
- Principle:Dotnet Machinelearning Binary Model Evaluation
- Principle:NVIDIA DALI Anchor Box Encoding
Implementations
- Implementation:Sgl project Sglang CPU BMM
- Implementation:Webdriverio Webdriverio Remote Function
- Implementation:Pyro ppl Pyro Distributions Init
- Implementation:Online ml River Datasets Insects
- Implementation:Mage ai Mage ai Chargebee Common Credit Notes Schema
- Implementation:Apache Paimon BlobFormatWriter Write
- Implementation:CrewAIInc CrewAI Apify Actors Tool
- Implementation:Mlc ai Mlc llm Conversation Protocol
- Implementation:Farama Foundation Gymnasium Graph Space
- Implementation:Ray project Ray PlacementGroupCreationOptions
Heuristics
- Heuristic:Sgl project Sglang Schedule Conservativeness Tuning
- Heuristic:MarketSquare Robotframework browser MacOS Sonoma Startup Delay
- Heuristic:AnswerDotAI RAGatouille Searcher Configuration By Collection Size
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
- Heuristic:Mlc ai Web llm KV Cache Window Configuration
- Heuristic:CrewAIInc CrewAI RAG Search Defaults
- Heuristic:NVIDIA NeMo Curator Semantic Dedup Cluster Sizing
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
Environments
- Environment:Triton inference server Server Docker Container Build
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:Lucidrains X transformers PyTorch CUDA
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:Ray project Ray Docker GPU Environment
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Openai Whisper Numba
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Mistralai Client python Realtime Transcription Environment