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1,118
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:PrefectHQ Prefect Database Cleanup With Approval
- Workflow:Obss Sahi Sliced Inference Pipeline
- Workflow:Openclaw Openclaw Plugin And Skill Extension
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:Microsoft Autogen Multi Agent Conversation
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:Huggingface Peft DreamBooth LoRA Diffusion
- Workflow:PeterL1n BackgroundMattingV2 Realtime webcam matting
- Workflow:Apache Flink File Sink Pipeline
- Workflow:FlowiseAI Flowise Evaluation Pipeline
Principles
- Principle:Recommenders team Recommenders ALS Matrix Factorization
- Principle:Openai Whisper Cross Attention Alignment
- Principle:SeldonIO Seldon core HuggingFace Model Resource Definition
- Principle:Kubeflow Kubeflow Prerequisites Validation
- Principle:Microsoft Semantic kernel Execution Settings Configuration
- Principle:Promptfoo Promptfoo Build And Packaging
- Principle:OpenRLHF OpenRLHF Causal LM Actor Loading
- Principle:Alibaba MNN Winograd Kernel Codegen
- Principle:AUTOMATIC1111 Stable diffusion webui Prompt Syntax
- Principle:Zai org CogVideo I2V Video Export
Implementations
- Implementation:Explodinggradients Ragas LiteLLMStructuredLLM Class
- Implementation:Hiyouga LLaMA Factory WebUI Train Component
- Implementation:EvolvingLMMs Lab Lmms eval ScreenSpot Utils Rec
- Implementation:Rapidsai Cuml GLM C API
- Implementation:Duckdb Duckdb Interpreted Benchmark
- Implementation:DistrictDataLabs Yellowbrick FrequencyVisualizer
- Implementation:FlowiseAI Flowise CompStyleOverride
- Implementation:FMInference FlexLLMGen Bench HF Suite
- Implementation:Mlc ai Mlc llm Ministral3 Loader
- Implementation:Ray project Ray ActorHandle Task Remote
Heuristics
- Heuristic:Protectai Modelscan Exit Code Conventions
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:AUTOMATIC1111 Stable diffusion webui GTX 16 Series FP16 Workaround
- Heuristic:Microsoft LoRA Selective LoRA QV Only
- Heuristic:Hpcaitech ColossalAI Gradient Checkpointing Memory Tip
- Heuristic:Wandb Weave Concurrency Deadlock Prevention
- Heuristic:LLMBook zh LLMBook zh github io Reward Model LM Regularization
- Heuristic:Anthropics Anthropic sdk python Streaming For Long Requests
- Heuristic:Neuml Txtai MacOS Stability Workarounds
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
Environments
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Mlfoundations Open flamingo WebDataset Training Dependencies
- Environment:Ggml org Llama cpp Python Conversion Environment
- Environment:Apache Flink Hadoop Compatibility Environment
- Environment:Ucbepic Docetl Python Runtime
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime
- Environment:Cleanlab Cleanlab Python Core Environment
- Environment:Predibase Lorax Docker Container Runtime