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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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| 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:Haotian liu LLaVA LoRA Finetuning
- Workflow:OpenGVLab InternVL LoRA Finetuning
- Workflow:Shiyu coder Kronos Qlib Finetuning
- Workflow:FlowiseAI Flowise Chatbot Deployment
- Workflow:Getgauge Taiko Headless Browser Testing
- Workflow:Apache Hudi Flink Streaming Write
- Workflow:Apache Spark Building and Testing
- Workflow:LMCache LMCache KV Cache Offloading
- Workflow:SeldonIO Seldon core AB Testing Experiment
- Workflow:MarketSquare Robotframework browser JavaScript Extension
Principles
- Principle:Interpretml Interpret Global Explanation Generation
- Principle:Langgenius Dify UserExperience
- Principle:FMInference FlexLLMGen CUDA Type Conversion
- Principle:Webdriverio Webdriverio Driver Management
- Principle:AUTOMATIC1111 Stable diffusion webui Checkpoint model selection
- Principle:Huggingface Optimum FX Graph Transformation
- Principle:Ollama Ollama GGUF Assembly
- Principle:Shiyu coder Kronos CSV Dataset Handling
- Principle:Confident ai Deepeval Faithfulness Evaluation
- Principle:Allenai Open instruct Distributed Data Loading
Implementations
- Implementation:Facebookresearch Habitat lab TensorDict
- Implementation:SeleniumHQ Selenium Closure Base
- Implementation:SqueezeAILab ETS Extract Answer
- Implementation:Avhz RustQuant Merton73 Model
- Implementation:Online ml River Facto FM
- Implementation:Astronomer Astronomer cosmos SnowflakePrivateKeyProfileMapping
- Implementation:BerriAI Litellm MCP Types
- Implementation:ARISE Initiative Robomimic Dataset states to obs
- Implementation:Alibaba MNN Test Script
- Implementation:Apache Paimon LookupStrategy
Heuristics
- Heuristic:Deepspeedai DeepSpeed ZeRO Pipeline Incompatibility
- Heuristic:Kornia Kornia Morphology Engine Selection
- Heuristic:Huggingface Peft RSLoRA Scaling
- Heuristic:BerriAI Litellm Batch Size Flush Interval Tuning
- Heuristic:Tensorflow Serving GPU Memory And CPU Optimization
- Heuristic:Run llama Llama index Chunk Size Optimization
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
- Heuristic:Sgl project Sglang Schedule Conservativeness Tuning
- Heuristic:Risingwavelabs Risingwave Memory Cache Eviction Policy
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
Environments
- Environment:Vespa engine Vespa Docker OCI Container Runtime
- Environment:Hiyouga LLaMA Factory Distributed Training Environment
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Openai Openai node Node 20 Runtime
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime
- Environment:Langchain ai Langgraph Python Runtime Environment
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment