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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:Getgauge Taiko Network Request Interception
- Workflow:ARISE Initiative Robosuite Environment Setup And Simulation
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:ThreeSR Awesome Inference Time Scaling Automated Paper Addition
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:Ray project Ray Actor Lifecycle Management
- Workflow:Openai Openai agents python Multi Agent Handoff
- Workflow:Protectai Modelscan CLI Model Scanning
- Workflow:PeterL1n BackgroundMattingV2 Training pipeline
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
Principles
- Principle:Fede1024 Rust rdkafka Blocking Task Dispatch
- Principle:Webdriverio Webdriverio Page Object Model
- Principle:MaterializeInc Materialize Release Completion
- Principle:Microsoft Semantic kernel Orchestration Result Collection
- Principle:Triton inference server Server Stress Testing
- Principle:Microsoft LoRA NLG Evaluation Metrics
- Principle:OpenBMB UltraFeedback Principle Sampling
- Principle:Iamhankai Forest of Thought CGDM Answer Selection
- Principle:Ollama Ollama LLM Memory Architecture
- Principle:Bigscience workshop Petals Server CLI Launch
Implementations
- Implementation:CrewAIInc CrewAI Crew Query Knowledge
- Implementation:Hiyouga LLaMA Factory Model Patcher
- Implementation:PrefectHQ Prefect UI Legacy Package Lock
- Implementation:ClickHouse ClickHouse Clickhouse Client Health Check
- Implementation:Tensorflow Serving storage path h
- Implementation:Farama Foundation Gymnasium FrozenLakeEnv
- Implementation:Togethercomputer Together python Files Retrieve Content
- Implementation:Lance format Lance JNI Schema
- Implementation:Infiniflow Ragflow RAGFlowFormItem Component
- Implementation:Ggml org Llama cpp Lookup Stats
Heuristics
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
- Heuristic:Evidentlyai Evidently Column Type Inference Rules
- Heuristic:OpenBMB UltraFeedback Principle Distribution Tuning
- Heuristic:Snorkel team Snorkel Minimum Three LFs
- Heuristic:Googleapis Python genai API Retry Backoff Strategy
- Heuristic:Mlc ai Mlc llm OpenCL Memory Floor Workaround
- Heuristic:LLMBook zh LLMBook zh github io Greedy Decoding Temperature Zero
- Heuristic:Evidentlyai Evidently Statistical Test Auto Selection
- Heuristic:OpenBMB UltraFeedback Position Bias Mitigation
- Heuristic:Mlc ai Web llm Penalty Parameter Defaults
Environments
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:Microsoft Onnxruntime Windows Build Environment
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4
- Environment:VainF Torch Pruning CUDA GPU Benchmarking
- Environment:Huggingface Diffusers Quantization Environment
- Environment:Sgl project Sglang Web
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:CarperAI Trlx Python Accelerate
- Environment:Huggingface Datasets SQL Dependencies