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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:Huggingface Diffusers Model Quantization
- Workflow:Danijar Dreamerv3 Single Process Training
- Workflow:Shiyu coder Kronos Single Series Prediction
- Workflow:Haotian liu LLaVA Web Demo Deployment
- Workflow:Mage ai Mage ai Destination Data Loading
- Workflow:CARLA simulator Carla Building from Source
- Workflow:Protectai Modelscan Programmatic Model Scanning
- Workflow:Cypress io Cypress E2E Test Execution
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:Predibase Lorax Single LoRA Inference
Principles
- Principle:Iterative Dvc Data Comparison
- Principle:Huggingface Datasets Scalar Value Types
- Principle:HKUDS AI Trader Parallel Agent Execution
- Principle:LaurentMazare Tch rs Trainable JIT Loading
- Principle:Apache Dolphinscheduler Plugin Module Structure
- Principle:Helicone Helicone Client Request Interception
- Principle:FMInference FlexLLMGen Offloaded Text Generation
- Principle:Haosulab ManiSkill Physics Struct Abstraction
- Principle:Deepset ai Haystack Evaluation Result Reporting
- Principle:Fede1024 Rust rdkafka Client Statistics Monitoring
Implementations
- Implementation:Confident ai Deepeval ConversationSimulator
- Implementation:Microsoft Autogen Agent State Models
- Implementation:Puppeteer Puppeteer FileUtil
- Implementation:InternLM Lmdeploy AttentionConfig
- Implementation:Helicone Helicone Unified Types
- Implementation:Webdriverio Webdriverio Page Object Class Pattern
- Implementation:CrewAIInc CrewAI Oxylabs Universal Scraper Tool
- Implementation:Evidentlyai Evidently Legacy Collector Config
- Implementation:Mlfoundations Open flamingo RICES
- Implementation:ARISE Initiative Robosuite MujocoObject Base
Heuristics
- Heuristic:Predibase Lorax Warning Deprecated BitsAndBytes 8bit
- Heuristic:Mlflow Mlflow Async Logging Best Practices
- Heuristic:Groq Groq python Error Handling Hierarchy
- Heuristic:Hpcaitech ColossalAI CUDA Device Max Connections Tip
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:Turboderp org Exllamav2 Attention Backend Selection
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:Volcengine Verl GPU Memory Utilization Tuning
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
Environments
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Vespa engine Vespa Docker OCI Container Runtime
- Environment:Hiyouga LLaMA Factory Optional Inference Backends
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:Kserve Kserve VLLM Runtime
- Environment:Protectai Llm guard API Server Deployment
- Environment:Danijar Dreamerv3 JAX CUDA
- Environment:Intel Ipex llm CPU Finetuning Environment
- Environment:ClickHouse ClickHouse Python3 Test Environment