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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:CarperAI Trlx RLHF Summarization Pipeline
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
- Workflow:Bentoml BentoML BentoCloud Deployment
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:Huggingface Datasets Dataset Loading and Exploration
- Workflow:Kubeflow Pipelines Iterative Model Training
- Workflow:Online ml River Drift Adaptive Classification
- Workflow:OpenRLHF OpenRLHF Knowledge Distillation
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
Principles
- Principle:NVIDIA NeMo Aligner Supervised Training Loop
- Principle:VainF Torch Pruning Operation Type Classification
- Principle:Getgauge Taiko REPL Initialization
- Principle:Microsoft Agent framework Durable Agent State Persistence
- Principle:NVIDIA TransformerEngine Tensor Parallel Initialization
- Principle:SqueezeAILab ETS Result Collection
- Principle:Bentoml BentoML Service Class Definition
- Principle:Langgenius Dify Tool Integration
- Principle:Marker Inc Korea AutoRAG Corpus Instantiation
- Principle:Snorkel team Snorkel Multitask Classifier Construction
Implementations
- Implementation:NVIDIA DALI Fn Resize Linear
- Implementation:Kubeflow Kubeflow Manifests Vs Packaged Decision
- Implementation:Alibaba ROLL Diffusion DeepSpeed Cluster
- Implementation:Ucbepic Docetl OperationHelpButton
- Implementation:Infiniflow Ragflow ChunkCreatingModal Component
- Implementation:Microsoft Playwright CookieStore
- Implementation:Online ml River Stream Iter Pandas
- Implementation:ARISE Initiative Robosuite TextureModder
- Implementation:Ollama Ollama MLXRunner Generator
- Implementation:Openai Whisper Pad Or Trim
Heuristics
- Heuristic:LMCache LMCache Prefix Based Retrieval Pattern
- Heuristic:Confident ai Deepeval Async Concurrency Tuning
- Heuristic:Neuml Txtai MacOS Stability Workarounds
- Heuristic:Lucidrains X transformers MaskGIT Generation Tuning
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:Huggingface Peft LoRA Default Configuration
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
- Heuristic:Zai org CogVideo CPU Offload Strategy
- Heuristic:PacktPublishing LLM Engineers Handbook RAG Retrieval Parameters
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
Environments
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Avhz RustQuant Rust Stable
- Environment:Interpretml Interpret Visualization Environment
- Environment:LLMBook zh LLMBook zh github io Bitsandbytes Quantization Environment
- Environment:Interpretml Interpret Python Core Environment
- Environment:BerriAI Litellm Observability Stack
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:Haosulab ManiSkill Python SAPIEN Core