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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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|---|---|---|
| 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:SeleniumHQ Selenium Page Object Pattern Testing
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:Neuml Txtai RAG Pipeline
- Workflow:OpenBMB UltraFeedback Completion Generation
- Workflow:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:Marker Inc Korea AutoRAG RAG Pipeline Optimization
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Puppeteer Puppeteer Page Screenshot Capture
- Workflow:Danijar Dreamerv3 Distributed Parallel Training
Principles
- Principle:ARISE Initiative Robosuite MJCF Model Hierarchy
- Principle:Zai org CogVideo Video Loading and Preprocessing
- Principle:Pyro ppl Pyro Hamiltonian Monte Carlo
- Principle:Risingwavelabs Risingwave Streaming Source Ingestion
- Principle:ArroyoSystems Arroyo API Architecture
- Principle:PacktPublishing LLM Engineers Handbook Model Registry Validation
- Principle:SqueezeAILab ETS Answer Extraction
- Principle:Tensorflow Tfjs Graph Execution
- Principle:Rapidsai Cuml Synthetic Dataset Generation
- Principle:Triton inference server Server Shared Memory Management
Implementations
- Implementation:Isaac sim IsaacGymEnvs Matplotlib3DPlotter
- Implementation:Pytorch Serve VLLMHandler
- Implementation:BerriAI Litellm CircleCI Config
- Implementation:Huggingface Transformers Pipeline Forward
- Implementation:Infiniflow Ragflow Collapse Component
- Implementation:Microsoft Onnxruntime CPU GradientControl
- Implementation:FlagOpen FlagEmbedding MLVU Needle Data
- Implementation:Ggml org Llama cpp Passkey Example
- Implementation:Hpcaitech ColossalAI Train KTO Script
- Implementation:Infiniflow Ragflow DatasetOverview Page
Heuristics
- Heuristic:Intel Ipex llm QLoRA Training Hyperparameters
- Heuristic:PrefectHQ Prefect Task Timeout Thread Limitation
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
- Heuristic:Neuml Txtai MacOS OpenMP Workaround
- Heuristic:Deepset ai Haystack Logging Auto Detection
- Heuristic:Evidentlyai Evidently Drift Detection Thresholds
- Heuristic:Vespa engine Vespa RPM Zstd Compression Settings
- Heuristic:Princeton nlp Tree of thought llm Functools Partial Model Binding
- Heuristic:Microsoft Semantic kernel Telemetry Log Level Configuration
- Heuristic:Huggingface Datasets Cache Fingerprinting Tips
Environments
- Environment:Nautechsystems Nautilus trader Databento API Credentials
- Environment:VainF Torch Pruning PyTorch Python Core
- Environment:SqueezeAILab ETS Evaluation Python Stack
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:Apache Beam Portable Runner Environment
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:Marker Inc Korea AutoRAG Korean NLP Dependencies
- Environment:HKUDS AI Trader MCP Services
- Environment:Cypress io Cypress Node Runtime Environment