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1,118
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:Googleapis Python genai Multi Turn Chat
- Workflow:Mistralai Client python Finetuning Job Management
- Workflow:Ollama Ollama Model Registry Operations
- Workflow:Huggingface Datatrove Summary Statistics
- Workflow:Alibaba ROLL Agentic RL Training Pipeline
- Workflow:Microsoft Agent framework Graph Based Workflow Execution
- Workflow:Haosulab ManiSkill Motion Planning Demo Generation
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:Infiniflow Ragflow Chat Application Setup
- Workflow:Princeton nlp Tree of thought llm ToT BFS experiment
Principles
- Principle:HKUDS AI Trader MCP Service Orchestration
- Principle:AUTOMATIC1111 Stable diffusion webui Settings Override
- Principle:PeterL1n BackgroundMattingV2 ONNX export
- Principle:Microsoft Onnxruntime Trained Model Export
- Principle:Langchain ai Langchain Structured Output Extraction
- Principle:Apache Beam Pipeline Event Reporting
- Principle:Infiniflow Ragflow Agent Execution
- Principle:Neuml Txtai Workflow Scheduling
- Principle:Sdv dev SDV Metadata Detection
- Principle:LLMBook zh LLMBook zh github io Causal LM Loss Computation
Implementations
- Implementation:Pytorch Serve Cloud Stream Inference
- Implementation:Langchain ai Langchain ToolsUnitTests
- Implementation:Trailofbits Fickling Run Import Hook
- Implementation:Datahub project Datahub KafkaEmitterConfig
- Implementation:Datajuicer Data juicer ExpandMacroMapper
- Implementation:Anthropics Anthropic sdk python CompletionCreateParams
- Implementation:Truera Trulens Record Viewer Utils
- Implementation:Puppeteer Puppeteer BluetoothEmulation
- Implementation:Haifengl Smile KNN RNN Search API
- Implementation:Deepseek ai Janus Image Post Processing Flow
Heuristics
- Heuristic:AUTOMATIC1111 Stable diffusion webui GTX 16 Series FP16 Workaround
- Heuristic:BerriAI Litellm Connection Pooling Memory Management
- Heuristic:Scikit learn Scikit learn Random State Management
- Heuristic:Mbzuai oryx Awesome LLM Post training Depth Limit Recursion At 2
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
- Heuristic:Predibase Lorax Flash Attention Backend Selection
- Heuristic:Predibase Lorax GPU Sampling Optimization
- Heuristic:Fede1024 Rust rdkafka Regular Polling Required
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:Zai org CogVideo BF16 FP16 Precision Selection
Environments
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Kserve Kserve Gateway API
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:Datahub project Datahub Java Build
- Environment:Langchain ai Langgraph Postgres Checkpoint Environment
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Langchain ai Langchain OpenAI API Credentials
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies