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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:Intel Ipex llm QLoRA Finetuning
- Workflow:Cleanlab Cleanlab CleanLearning Robust Training
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:Mistralai Client python Azure Chat Completion
- Workflow:Truera Trulens LangGraph Agent Evaluation
- Workflow:Helicone Helicone Cost Calculation Pipeline
- Workflow:Deepset ai Haystack Document Indexing Pipeline
- Workflow:Ray project Ray Build and Release Pipeline
- Workflow:Danijar Dreamerv3 Distributed Parallel Training
- Workflow:Openai Whisper Audio Transcription
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Training dataset preparation
- Principle:Allenai Open instruct DPO Loss Dispatch
- Principle:Deepseek ai Janus Model and Processor Loading
- Principle:Huggingface Datasets In Place Format Setting
- Principle:Apache Flink Two Phase Commit Preparation
- Principle:Langgenius Dify Plugin Lifecycle Management
- Principle:Apache Dolphinscheduler Connection Pool Management
- Principle:Huggingface Trl PPO Multi Model Loading
- Principle:Ollama Ollama Anthropic API Compatibility
- Principle:FlowiseAI Flowise Flow Management
Implementations
- Implementation:OpenHands OpenHands SaaSExperimentManager
- Implementation:Microsoft Onnxruntime CUDA BiasGeluGrad
- Implementation:Nightwatchjs Nightwatch Nightwatch Module Exports
- Implementation:Kubeflow Pipelines Dsl Condition
- Implementation:Googleapis Python genai Interactions Response
- Implementation:LMCache LMCache Distributed Storage Manager
- Implementation:Getgauge Taiko DomHandler
- Implementation:Evidentlyai Evidently Legacy UI Config
- Implementation:Microsoft LoRA Legacy Run OpenAI GPT
- Implementation:Ggml org Llama cpp Arg Parser
Heuristics
- Heuristic:Google deepmind Mujoco Thread Pool Configuration
- Heuristic:Apache Beam Warning Deprecated Twister2 Runner
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
- Heuristic:Duckdb Duckdb Build Parallelism Tuning
- Heuristic:Snorkel team Snorkel Minimum Three LFs
- Heuristic:Ucbepic Docetl Validation Retry Strategy
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
- Heuristic:Testtimescaling Testtimescaling github io Hardcoded IDs vs Registry
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
Environments
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:MarketSquare Robotframework browser Python Runtime
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:MarketSquare Robotframework browser Docker Container