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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:ChenghaoMou Text dedup Suffix Array Deduplication
- Workflow:Neuml Txtai Semantic Search
- Workflow:Neuml Txtai Model Training
- Workflow:Microsoft DeepSpeedExamples SuperOffload Finetuning
- Workflow:AUTOMATIC1111 Stable diffusion webui Text to image generation
- Workflow:Arize ai Phoenix Span Annotation Pipeline
- Workflow:Langfuse Langfuse Trace ingestion pipeline
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:Google deepmind Mujoco Offscreen video recording
- Workflow:Neuml Txtai Semantic Search Pipeline
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Text Encoding
- Principle:NVIDIA NeMo Curator Fuzzy Duplicate Identification
- Principle:FlowiseAI Flowise Vector Store Provider Configuration
- Principle:Facebookresearch Habitat lab HRL Evaluation
- Principle:Langgenius Dify Production Deployment
- Principle:Alibaba ROLL Knowledge Distillation Configuration
- Principle:Triton inference server Server QA Trace Analysis
- Principle:Ray project Ray Deployment Class Definition
- Principle:Pyro ppl Pyro SVI Training Loop
- Principle:Zai org CogVideo Prompted Reconstruction
Implementations
- Implementation:Huggingface Datasets EnvironmentCommand
- Implementation:ARISE Initiative Robosuite JointPositionController
- Implementation:MarketSquare Robotframework browser Run On Failure Keywords
- Implementation:Microsoft Playwright Agent Extract
- Implementation:Huggingface Datasets Extension To Module
- Implementation:Recommenders team Recommenders K8s Utils
- Implementation:LLMBook zh LLMBook zh github io SFTDataset Encode Src Tgt
- Implementation:Sktime Pytorch forecasting TimeXer
- Implementation:SeleniumHQ Selenium HasCapabilities
- Implementation:Predibase Lorax Bloom Modeling
Heuristics
- Heuristic:NVIDIA DALI Thread Affinity Optimization
- Heuristic:Truera Trulens Rate Limiting And Retry Strategy
- Heuristic:Snorkel team Snorkel Minimum Three LFs
- Heuristic:Princeton nlp SimPO BOS Token Handling
- Heuristic:Apache Airflow Database Lock Handling
- Heuristic:AUTOMATIC1111 Stable diffusion webui Cross Attention Memory Slicing
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:NVIDIA TransformerEngine Build Optimization Tips
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:Arize ai Phoenix Environment Variable Precedence
Environments
- Environment:Cohere ai Cohere python AWS Integration Dependencies
- Environment:Fastai Fastbook CUDA GPU Environment
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:Pyro ppl Pyro Distributed Training
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment
- Environment:LMCache LMCache Python Runtime
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:Ray project Ray Java Build Environment
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4