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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:Bigscience workshop Petals Distributed Text Generation
- Workflow:SeleniumHQ Selenium Contributor Development Workflow
- Workflow:ARISE Initiative Robosuite Gymnasium RL Integration
- Workflow:DevExpress Testcafe CI Integration
- Workflow:ARISE Initiative Robosuite Human Demonstration Collection
- Workflow:Intel Ipex llm LoRA Finetuning
- Workflow:Langgenius Dify Workflow Builder and Execution
- Workflow:Haosulab ManiSkill Custom Task Development
- Workflow:Zai org CogVideo SAT Finetuning
- Workflow:CARLA simulator Carla Simulation Setup and First Steps
Principles
- Principle:Langgenius Dify CSP Policy
- Principle:OpenHands OpenHands Conversation Initiation
- Principle:Confident ai Deepeval Conversation Simulation
- Principle:Neuml Txtai Text Extraction
- Principle:Groq Groq python Streaming Request Execution
- Principle:Langfuse Langfuse Prompt Retrieval and Resolution
- Principle:Microsoft Onnxruntime Checkpoint Loading
- Principle:Ggml org Llama cpp Batch Processing System
- Principle:Microsoft Playwright Execute API Requests
- Principle:Princeton nlp SimPO Chat Template Application
Implementations
- Implementation:Microsoft Onnxruntime Npm Install Onnxruntime
- Implementation:ArroyoSystems Arroyo Catalog Component
- Implementation:Pyro ppl Pyro NanMaskedDistributions
- Implementation:NVIDIA NeMo Curator DuplicateRemovalStage
- Implementation:Haosulab ManiSkill GoogleRobot
- Implementation:NVIDIA NeMo Curator BaseClassifierStage
- Implementation:Heibaiying BigData Notes StreamExecutionEnvironment GetExecutionEnvironment
- Implementation:Langgenius Dify UsePublishWorkflow
- Implementation:Teamcapybara Capybara Node Matchers Assert Selector
- Implementation:Cohere ai Cohere python SSE EventSource
Heuristics
- Heuristic:FlagOpen FlagEmbedding Length Sorted Batching
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
- Heuristic:OpenGVLab InternVL Gradient Checkpointing Memory
- Heuristic:Open compass VLMEvalKit SKIP ERR For Graceful Inference
- Heuristic:NVIDIA DALI Memory Pool Tuning
- Heuristic:Apache Dolphinscheduler Failover Marker TTL
- Heuristic:LaurentMazare Tch rs Device Fallback Pattern
- Heuristic:Openai Evals Thread Tuning
- Heuristic:Neuml Txtai Batch Size Defaults
- Heuristic:Intel Ipex llm Use Cache Training Vs Inference
Environments
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Dotnet Machinelearning ONNX Runtime Environment