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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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|---|---|---|
| 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:Rapidsai Cuml Time Series Forecasting
- Workflow:Getgauge Taiko Network Request Interception
- Workflow:Deepspeedai DeepSpeed ZeRO Distributed Training
- Workflow:Eventual Inc Daft SQL Query Analytics
- Workflow:HKUDS AI Trader Multi Agent Comparison
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Mistralai Client python Function Calling
- Workflow:Roboflow Rf detr Roboflow Deployment
- Workflow:Astronomer Astronomer cosmos Watcher execution mode
- Workflow:Cypress io Cypress Project Setup and Configuration
Principles
- Principle:Apache Shardingsphere Federation Metadata Refresh
- Principle:Guardrails ai Guardrails Validator Installation
- Principle:Langgenius Dify DDD Architecture
- Principle:AUTOMATIC1111 Stable diffusion webui Weight merging execution
- Principle:Microsoft Onnxruntime Session Options Configuration
- Principle:Pyro ppl Pyro JIT Compilation
- Principle:MarketSquare Robotframework browser Browser Context Lifecycle
- Principle:LaurentMazare Tch rs Tensor Pretty Printing
- Principle:Speechbrain Speechbrain TTS Inference Pipeline
- Principle:Google deepmind Mujoco Model XML Export
Implementations
- Implementation:OpenGVLab InternVL VQA Inference
- Implementation:Recommenders team Recommenders Standard VAE
- Implementation:NVIDIA TransformerEngine TE TransformerLayer
- Implementation:Duckdb Duckdb Make Unit Test Targets
- Implementation:Huggingface Diffusers Check Repo Quality
- Implementation:DevExpress Testcafe BrowserClient CDP
- Implementation:Neuml Txtai CrossEncoder
- Implementation:NVIDIA TransformerEngine JAX Attention
- Implementation:AUTOMATIC1111 Stable diffusion webui ScriptPostprocessingRunner run
- Implementation:NVIDIA DALI TF Plugin Loader
Heuristics
- Heuristic:Openai Whisper No Speech Detection
- Heuristic:SqueezeAILab ETS Thread Parallelism Suppression
- Heuristic:Deepseek ai Janus CFG Weight Tuning
- Heuristic:CrewAIInc CrewAI Context Window Management
- Heuristic:Bentoml BentoML Warning Deprecated Server Module
- Heuristic:Huggingface Datatrove FineWeb Filter Pipeline Order
- Heuristic:OWASP Www project top 10 for large language model applications SHA Pinning For GitHub Actions
- Heuristic:SeldonIO Seldon core Model Load Timeout Tip
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:CarperAI Trlx Partial Layer Freezing
Environments
- Environment:Microsoft Agent framework Python 3 10 Runtime
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Predibase Lorax Model Source Credentials
- Environment:Testtimescaling Testtimescaling github io Python 3 Runtime
- Environment:Wandb Weave Trace Server Infrastructure
- Environment:OpenHands OpenHands Integration Credentials
- Environment:CarperAI Trlx Python Accelerate
- Environment:Unstructured IO Unstructured Libmagic
- Environment:Vllm project Vllm AMD ROCm
- Environment:Fastai Fastbook Python FastAI Environment