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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:ThreeSR Awesome Inference Time Scaling Manual Paper Contribution
- Workflow:Puppeteer Puppeteer Web Scraping And Interaction
- Workflow:Mlfoundations Open flamingo Few Shot Evaluation
- Workflow:Unslothai Unsloth GRPO Reinforcement Learning
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:Google deepmind Mujoco Offscreen video recording
- Workflow:Infiniflow Ragflow Docker Deployment
- Workflow:InternLM Lmdeploy LLM Offline Batch Inference
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:Princeton nlp SimPO On Policy Data Generation
Principles
- Principle:Dotnet Machinelearning LambdaMART Ranking
- Principle:Microsoft Semantic kernel Prompt Invocation
- Principle:ARISE Initiative Robomimic Sweep Parameter Definition
- Principle:Evidentlyai Evidently Workspace Management
- Principle:Cleanlab Cleanlab Latent Noise Estimation
- Principle:Microsoft Agent framework Human in the Loop Response
- Principle:Ggml org Llama cpp Conversion Verification
- Principle:Alibaba MNN Weight Quantization
- Principle:Promptfoo Promptfoo Provider Interface
- Principle:Openai Openai node Client Side Stream Consumption
Implementations
- Implementation:Lucidrains X transformers MultiInputTransformerWrapper
- Implementation:Infiniflow Ragflow UseFileRequest Hooks
- Implementation:Huggingface Optimum TokenClassificationProcessing
- Implementation:LaurentMazare Tch rs TchError
- Implementation:Microsoft Playwright Client Playwright
- Implementation:Huggingface Datatrove RayPipelineExecutor
- Implementation:Open compass VLMEvalKit ChartMimic Chart Type Evaluator
- Implementation:Google deepmind Mujoco Render GL3
- Implementation:Anthropics Anthropic sdk python Exceptions
- Implementation:OpenHands OpenHands Webhook Installation Utils
Heuristics
- Heuristic:Puppeteer Puppeteer Headless Linux Requirements
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:Elevenlabs Elevenlabs python Audio Buffer Sizes
- Heuristic:Rapidsai Cuml Quantile Split Differences
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:FlowiseAI Flowise Document Loader Bypass Optimization
- Heuristic:PeterL1n BackgroundMattingV2 Checkpoint Interval Tuning
- Heuristic:Huggingface Open r1 Test Batch Early Termination
- Heuristic:Lance format Lance Vector Index Tuning
Environments
- Environment:OpenGVLab InternVL PEFT LoRA
- Environment:Marker Inc Korea AutoRAG API Keys Configuration
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Apache Airflow Development Contributor Environment
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:Kserve Kserve Python Runtime
- Environment:Lance format Lance Rust Toolchain