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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:Hiyouga LLaMA Factory DPO Preference Alignment
- Workflow:Sail sg LongSpec Long Context Evaluation
- Workflow:Trailofbits Fickling PyTorch Format Identification
- Workflow:Openai Openai python Embeddings Generation
- Workflow:Huggingface Optimum FX Graph Optimization
- Workflow:Openai Openai node Fine Tuning
- Workflow:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:Ggml org Llama cpp LoRA Adapter Workflow
- Workflow:Marker Inc Korea AutoRAG Pipeline Deployment
Principles
- Principle:Hiyouga LLaMA Factory Kahneman Tversky Optimization
- Principle:Langgenius Dify OAuthCallbackHandling
- Principle:Datahub project Datahub Automatic Lineage Emission
- Principle:Treeverse LakeFS Periodic GC Scheduling
- Principle:Huggingface Alignment handbook LoRA Adapter Configuration
- Principle:Avhz RustQuant Financial Standards
- Principle:Ucbepic Docetl Pipeline Configuration
- Principle:Kornia Kornia Edge Detection
- Principle:Haotian liu LLaVA Conversation Prompt Construction
- Principle:Online ml River DenStream Clustering
Implementations
- Implementation:Ollama Ollama Llama Vocab
- Implementation:Getgauge Taiko ClearIntercept
- Implementation:PeterL1n BackgroundMattingV2 ImageSequenceWriter
- Implementation:Arize ai Phoenix Google GenAI Helper
- Implementation:Arize ai Phoenix App Pnpm Lock
- Implementation:SeleniumHQ Selenium Closure Testing MockClock
- Implementation:MaterializeInc Materialize ResolvedImage Fingerprint
- Implementation:Lance format Lance ValueEncoding
- Implementation:NVIDIA DALI Ops Util Normalize Flip
- Implementation:Tensorflow Serving Evhttp Server Test
Heuristics
- Heuristic:Princeton nlp Tree of thought llm Value Caching
- Heuristic:Microsoft Agent framework PowerFx Python Version Limit
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:TobikoData Sqlmesh Model Change Categorization
- Heuristic:Openai Openai python Retry Backoff Strategy
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
- Heuristic:Trailofbits Fickling Severity Threshold Selection
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:Openai Evals Thread Tuning
- Heuristic:Hpcaitech ColossalAI CUDA Device Max Connections Tip
Environments
- Environment:Mlc ai Mlc llm OpenCL Android Environment
- Environment:BerriAI Litellm Redis Cache Backend
- Environment:Facebookresearch Audiocraft AudioCraft Environment Variables
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:Deepspeedai DeepSpeed CPU Environment
- Environment:Infiniflow Ragflow Docker Infrastructure
- Environment:Vllm project Vllm Distributed
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:Apache Shardingsphere Calcite Federation Engine