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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:Microsoft Semantic kernel Process Orchestration
- Workflow:Ggml org Llama cpp LoRA Adapter Workflow
- Workflow:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
- Workflow:Zai org CogVideo Diffusers Text to Video Inference
- Workflow:Openai Openai node Structured Output Parsing
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:SqueezeAILab ETS Answer Evaluation Pipeline
- Workflow:Mage ai Mage ai Destination Data Loading
- Workflow:Cypress io Cypress CI Pipeline Integration
- Workflow:Alibaba ROLL Agentic RL Training Pipeline
Principles
- Principle:Vllm project Vllm Speculation Metrics Evaluation
- Principle:Lm sys FastChat Causal LM Loading
- Principle:Mlfoundations Open flamingo Distributed Training Setup
- Principle:Microsoft Onnxruntime Optimized Inference
- Principle:Mlc ai Mlc llm Concurrent Request Handling
- Principle:Huggingface Transformers Environment Setup
- Principle:Langchain ai Langgraph UI Component Management
- Principle:Tensorflow Serving Session Bundle Migration
- Principle:Haifengl Smile SQL Query Execution
- Principle:Openai Openai node Parsed API Invocation
Implementations
- Implementation:Huggingface Datatrove MinhashDedupFilter
- Implementation:Facebookresearch Audiocraft MusicGen get pretrained validation
- Implementation:Risingwavelabs Risingwave JDBCSinkFactory
- Implementation:Huggingface Optimum ParallelLayerAnnotatePass Run
- Implementation:Langgenius Dify IDebugConfiguration Features
- Implementation:Bitsandbytes foundation Bitsandbytes Quantize Global
- Implementation:Openai Openai node Audio Resource
- Implementation:Huggingface Peft Bi Encoder Cosine Loss
- Implementation:Apache Shardingsphere DataSourceUnitPersistService Persist
- Implementation:Pytorch Serve Benchmark
Heuristics
- Heuristic:Norrrrrrr lyn WAInjectBench Union Ensemble Maximize Recall
- Heuristic:Mlc ai Mlc llm Metal KV Cache Capacity Limit
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:Apache Spark Partition Sizing Tips
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:Huggingface Open r1 Code Execution Timeout Strategy
- Heuristic:Openai CLIP CLIP Normalization Constants
- Heuristic:Webdriverio Webdriverio Mobile Platform Differences
- Heuristic:Scikit learn Scikit learn N Jobs Parallelism Tips
Environments
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Farama Foundation Gymnasium Box2D Physics Backend
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Allenai Open instruct vLLM Inference
- Environment:Vllm project Vllm Environment Variables
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Tensorflow Serving Python Client Environment
- Environment:SeldonIO Seldon core Python ML Dependencies Environment