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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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|---|---|---|
| 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:Elevenlabs Elevenlabs python Speech to Text Transcription
- Workflow:Openai Openai node Function Calling
- Workflow:Openai Whisper Language Detection And Decoding
- Workflow:Neuml Txtai Agent Orchestration
- Workflow:SeldonIO Seldon core Model Deployment
- Workflow:Google deepmind Dm control Composer Environment Building
- Workflow:Bigscience workshop Petals Distributed Text Generation
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:SqueezeAILab ETS Answer Evaluation Pipeline
- Workflow:Fastai Fastbook Collaborative Filtering
Principles
- Principle:FMInference FlexLLMGen CUDA Memory Access Patterns
- Principle:Microsoft Onnxruntime Nodejs Output Processing
- Principle:Microsoft BIPIA Defended Model Evaluation
- Principle:Webdriverio Webdriverio Service Initialization
- Principle:Apache Dolphinscheduler Node Failure Detection
- Principle:ARISE Initiative Robosuite Robot Base Model Design
- Principle:Interpretml Interpret EBM Model Merging
- Principle:Allenai Open instruct DPO Experiment Configuration
- Principle:NVIDIA DALI Custom Operator Class Definition
- Principle:Langchain ai Langgraph Edge Configuration
Implementations
- Implementation:Helicone Helicone SignIn Page
- Implementation:Interpretml Interpret AutoVisualizeProvider
- Implementation:Sgl project Sglang CPU MoE INT8
- Implementation:Huggingface Transformers Notification Service
- Implementation:NVIDIA TransformerEngine JAX Activation
- Implementation:SeleniumHQ Selenium Closure Testing PerformanceTimer
- Implementation:PrefectHQ Prefect PrefectAgent Wrapper
- Implementation:Ucbepic Docetl MarkdownCell
- Implementation:Langgenius Dify FetchCollectionList
- Implementation:ARISE Initiative Robosuite Robot Base
Heuristics
- Heuristic:Promptfoo Promptfoo Cache Configuration Tips
- Heuristic:EvolvingLMMs Lab Lmms eval Bootstrap Iteration Optimization
- Heuristic:Mlc ai Mlc llm Metal KV Cache Capacity Limit
- Heuristic:Gretelai Gretel synthetics Gumbel Softmax NaN Retry
- Heuristic:Lance format Lance BM25 FTS Configuration
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:Huggingface Datasets Num Proc Guidelines
- Heuristic:Ucbepic Docetl Rate Limit Exponential Backoff
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
Environments
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Recommenders team Recommenders Python Core Dependencies
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:LMCache LMCache Python Runtime
- Environment:Huggingface Datasets SQL Dependencies
- Environment:BerriAI Litellm Docker Deployment