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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:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:Intel Ipex llm QLoRA Finetuning
- Workflow:Roboflow Rf detr Object Detection Inference
- Workflow:Microsoft Agent framework Declarative Agent Definition
- Workflow:Sdv dev SDV Constrained synthesis
- Workflow:Ucbepic Docetl Playground Interactive Development
- Workflow:OpenGVLab InternVL Preference Optimization
- Workflow:Lakeraai Pint benchmark Hugging Face Model Evaluation
- Workflow:Volcengine Verl Supervised Fine Tuning
- Workflow:Apache Kafka Coordinator Runtime Lifecycle
Principles
- Principle:SeleniumHQ Selenium Page Object Interaction Methods
- Principle:Pytorch Serve Distributed Configuration
- Principle:Isaac sim IsaacGymEnvs RL Agent Initialization
- Principle:OpenBMB UltraFeedback Model Loading
- Principle:OpenHands OpenHands Server Startup
- Principle:Wandb Weave Scorer Definition
- Principle:Bigscience workshop Petals Interactive Generation
- Principle:Huggingface Datatrove Statistics Merging
- Principle:HKUDS AI Trader LangChain Agent Initialization
- Principle:Cohere ai Cohere python Input Text Preparation
Implementations
- Implementation:Online ml River Reco FunkMF
- Implementation:Openclaw Openclaw UpdateCommand
- Implementation:Online ml River Tree Nodes HATR
- Implementation:Langchain ai Langgraph Topic Channel
- Implementation:Getgauge Taiko ScrollTo
- Implementation:Ggml org Ggml Cpu sgemm ppc
- Implementation:Mlc ai Mlc llm Batch Prefill Base
- Implementation:Arize ai Phoenix ToolInvocationEvaluator
- Implementation:Openai Openai python Response Computer Tool Call Screenshot Param
- Implementation:Spcl Graph of thoughts Parser ABC
Heuristics
- Heuristic:Helicone Helicone Anthropic Cache Double Count Prevention
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Arize ai Phoenix Environment Variable Precedence
- Heuristic:Protectai Llm guard ONNX Runtime Optimization
- Heuristic:Huggingface Open r1 Reward Function Tuning
- Heuristic:Bigscience workshop Petals NF4 Quantization Default On CUDA
- Heuristic:Openai Openai python Warning Deprecated Legacy Response
- Heuristic:Lucidrains X transformers Numerical Stability Techniques
- Heuristic:FMInference FlexLLMGen Weight Compression 4bit
- Heuristic:Lm sys FastChat Tokenizer Offset Correction
Environments
- Environment:Turboderp org Exllamav2 Build Toolchain
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Langchain ai Langgraph Docker Deployment Environment
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Openai Openai agents python Voice Dependencies
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:SeldonIO Seldon core Docker Compose Local Environment
- Environment:Getgauge Taiko Chromium Browser
- Environment:Promptfoo Promptfoo Provider API Keys
- Environment:Apache Spark JDK Build Environment