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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:Langgenius Dify App Creation and Configuration
- Workflow:Helicone Helicone LLM Response Normalization
- Workflow:Unslothai Unsloth Vision Model Finetuning
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:Facebookresearch Audiocraft MusicGen Training Pipeline
- Workflow:Alibaba MNN Stable Diffusion Deployment
- Workflow:Langchain ai Langchain Adding Partner Integration
- Workflow:Volcengine Verl GRPO Training Pipeline
- Workflow:VainF Torch Pruning CNN Pruning
- Workflow:Deepspeedai DeepSpeed Inference Engine Optimization
Principles
- Principle:Marker Inc Korea AutoRAG Corpus Instantiation
- Principle:LLMBook zh LLMBook zh github io Causal LM Model Initialization
- Principle:ARISE Initiative Robosuite Gripper Control Abstraction
- Principle:Liu00222 Open Prompt Injection Combined Attack Injection
- Principle:Webdriverio Webdriverio TestFrameworkIntegration
- Principle:Pola rs Polars Input Data Preparation
- Principle:Cypress io Cypress Configuration Validation
- Principle:Sail sg LongSpec Hydra Configuration
- Principle:Bentoml BentoML Model Cleanup
- Principle:LaurentMazare Tch rs Convolutional Layer
Implementations
- Implementation:Google deepmind Dm control Mocap Prop
- Implementation:Promptfoo Promptfoo Plugins Data Catalog
- Implementation:Datahub project Datahub Docusaurus Config
- Implementation:ArroyoSystems Arroyo Time Series Graph
- Implementation:Openclaw Openclaw DashboardCommand
- Implementation:MaterializeInc Materialize Get Minor Versions
- Implementation:Langgenius Dify Security Middleware
- Implementation:EvolvingLMMs Lab Lmms eval ConfigurableTask Init
- Implementation:Lance format Lance Create Inverted Index
- Implementation:FlowiseAI Flowise ExpandedChunkDialog
Heuristics
- Heuristic:Unstructured IO Unstructured Warning Deprecated Staging Base
- Heuristic:Mlfoundations Open flamingo Deterministic Shard Shuffling
- Heuristic:Huggingface Diffusers Dtype Precision Selection
- Heuristic:Alibaba MNN LLM Runtime Tuning
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:Cleanlab Cleanlab Object Detection Scoring Constants
- Heuristic:ChenghaoMou Text dedup False Positive Verification Tradeoff
- Heuristic:Evidentlyai Evidently Column Type Inference Rules
- Heuristic:Tensorflow Tfjs WASM Cross Origin Isolation
- Heuristic:NVIDIA NeMo Aligner Warning Deprecated Repository
Environments
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:Iterative Dvc Git SCM Environment
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Allenai Open instruct Ray Distributed
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:Togethercomputer Together python API Credentials
- Environment:Cohere ai Cohere python AWS Integration Dependencies
- Environment:Microsoft BIPIA DeepSpeed Finetuning Environment
- Environment:Kserve Kserve Gateway API