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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:Roboflow Rf detr ONNX Export
- Workflow:Haotian liu LLaVA Benchmark Evaluation
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:Puppeteer Puppeteer Request Interception
- Workflow:Puppeteer Puppeteer Web Scraping And Interaction
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:Turboderp org Exllamav2 Bulk Dataset Inference
- Workflow:Protectai Modelscan CLI Model Scanning
- Workflow:OpenBMB UltraFeedback Completion Generation
- Workflow:Rapidsai Cuml Time Series Forecasting
Principles
- Principle:Apache Flink Async Sink Framework
- Principle:Getgauge Taiko Gauge Step Implementation
- Principle:CrewAIInc CrewAI Conditional Routing
- Principle:ArroyoSystems Arroyo SQL Compilation
- Principle:Apache Spark SQL Documentation Generation
- Principle:Dotnet Machinelearning Matrix Factorization
- Principle:Openai Openai agents python Model Execution
- Principle:Facebookresearch Audiocraft Audio Generation Evaluation
- Principle:Neuml Txtai Index Update
- Principle:Haosulab ManiSkill Scene Construction
Implementations
- Implementation:ARISE Initiative Robosuite MujocoModel Base
- Implementation:DevExpress Testcafe NodeSnapshot TypeDefs
- Implementation:Risingwavelabs Risingwave MySqlDialect
- Implementation:Tensorflow Serving Build Signature Def
- Implementation:BerriAI Litellm Check Responses Cost
- Implementation:Online ml River Base Ensemble
- Implementation:OpenHands OpenHands DaytonaRuntime Connect
- Implementation:Ucbepic Docetl Dataset Medical Transcripts
- Implementation:Triton inference server Server TritonSignal
- Implementation:Mbzuai oryx Awesome LLM Post training Pd Read Csv Keywords
Heuristics
- Heuristic:Openai Openai agents python MCP Server Lifecycle Management
- Heuristic:Facebookresearch Habitat lab VER Tuning Guidelines
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:FlowiseAI Flowise Edge Connection Type Matching
- Heuristic:Guardrails ai Guardrails Guard History Memory Management
- Heuristic:Microsoft Agent framework Function Invocation Defaults
- Heuristic:Langgenius Dify Env Sync Upgrade Strategy
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
- Heuristic:Liu00222 Open Prompt Injection Attack Effectiveness Hierarchy
Environments
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:Huggingface Diffusers Quantization Environment
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Cohere ai Cohere python AWS Integration Dependencies
- Environment:Ollama Ollama CGo Runtime
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment
- Environment:Vllm project Vllm Environment Variables
- Environment:Google deepmind Dm control GLFW Desktop Rendering