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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:ThreeSR Awesome Inference Time Scaling Automated Paper Addition
- Workflow:Volcengine Verl Multi Turn Tool Use Training
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
- Workflow:Diagram of thought Diagram of thought DoT Prompt Customization
- Workflow:Neuml Txtai Agent Execution
- Workflow:Haosulab ManiSkill Sim2Real Deployment
- Workflow:Axolotl ai cloud Axolotl DPO Preference Alignment
- Workflow:Astronomer Astronomer cosmos Local dbt DAG rendering
- Workflow:ContextualAI HALOs Offline SFT Alignment Pipeline
- Workflow:Ray project Ray Remote Task Execution
Principles
- Principle:FMInference FlexLLMGen Distributed Pipeline Initialization
- Principle:Cypress io Cypress Configuration Validation
- Principle:Huggingface Datasets Pandas Conversion
- Principle:Microsoft Semantic kernel Process Builder Creation
- Principle:Tensorflow Serving Test Model Export
- Principle:Openai Evals Solver Implementation
- Principle:MarketSquare Robotframework browser Response Formatting and Validation
- Principle:Huggingface Open r1 High Concurrency Inference
- Principle:SeleniumHQ Selenium Code Formatting Pipeline
- Principle:Scikit learn Scikit learn Feature Encoding
Implementations
- Implementation:Apache Druid Parameter Model
- Implementation:Webdriverio Webdriverio CommandFactory
- Implementation:Deepset ai Haystack SentenceTransformersDocumentEmbedder
- Implementation:NVIDIA NeMo Curator Backend Base Classes
- Implementation:Online ml River Stream Shuffle
- Implementation:Google deepmind Dm control TCP Initializer
- Implementation:Tensorflow Tfjs LayersModel Evaluate And Save For Transfer
- Implementation:Elevenlabs Elevenlabs python AudioNativeClient
- Implementation:Google deepmind Dm control Legacy Base Walker
- Implementation:Helicone Helicone SignIn Page
Heuristics
- Heuristic:Dagster io Dagster Record Over Dataclass
- Heuristic:Mlc ai Mlc llm FlashInfer KV Cache Fallback
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
- Heuristic:Lm sys FastChat GPU Memory Allocation Strategy
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:Speechbrain Speechbrain Data Augmentation Defaults
- Heuristic:ARISE Initiative Robosuite XML Reset Method Tradeoff
- Heuristic:Elevenlabs Elevenlabs python TTS Model Selection
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
Environments
- Environment:ArroyoSystems Arroyo Object Storage
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:Vllm project Vllm CPU Runtime
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:MaterializeInc Materialize Dbt Materialize Runtime
- Environment:Sgl project Sglang Prometheus
- Environment:HKUDS AI Trader Browser Runtime
- Environment:Recommenders team Recommenders Spark Environment
- Environment:Intel Ipex llm Build Environment
- Environment:Apache Druid Integration Test Docker