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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:InternLM Lmdeploy LLM API Server Deployment
- Workflow:FlagOpen FlagEmbedding Reranker Inference
- Workflow:Vibrantlabsai Ragas Testset Generation
- Workflow:Pytorch Serve Large Model Inference
- Workflow:OpenRLHF OpenRLHF Math Reasoning Training
- Workflow:Intel Ipex llm LoRA Finetuning
- Workflow:Spotify Luigi Database Ingestion Pipeline
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:Iamhankai Forest of Thought Game24 Forest Solving
- Workflow:Mit han lab Llm awq AWQ Model Quantization
Principles
- Principle:SeleniumHQ Selenium Element Caching Strategy
- Principle:Online ml River Page Hinkley Drift Detection
- Principle:Sdv dev SDV Column Distribution Visualization
- Principle:CrewAIInc CrewAI Crew Execution
- Principle:Gretelai Gretel synthetics Tabular Data Transformation
- Principle:Trailofbits Fickling Import Level Pickle Interception
- Principle:FMInference FlexLLMGen Distributed Job Runner
- Principle:Junyanz Pytorch CycleGAN and pix2pix Model Inference
- Principle:Haotian liu LLaVA Weight Delta Application
- Principle:Datahub project Datahub Sample Data Loading
Implementations
- Implementation:ArroyoSystems Arroyo Websocket Connector
- Implementation:AUTOMATIC1111 Stable diffusion webui Call Queue
- Implementation:Microsoft BIPIA AutoLLM
- Implementation:Duckdb Duckdb UTF8Proc
- Implementation:Facebookresearch Audiocraft Export Directory Convention
- Implementation:Unstructured IO Unstructured Golden File Fixtures Local
- Implementation:Evidentlyai Evidently Column Metric Generator
- Implementation:Online ml River Stats Kurtosis
- Implementation:Interpretml Interpret Powerlift RunAzureCI
- Implementation:Hiyouga LLaMA Factory Pairwise Processor
Heuristics
- Heuristic:Mbzuai oryx Awesome LLM Post training Excel Sheet Name Truncation
- Heuristic:Elevenlabs Elevenlabs python VAD vs Manual Commit Strategy
- Heuristic:Protectai Modelscan Nested Zip Not Supported
- Heuristic:Arize ai Phoenix Warning Deprecated HallucinationEvaluator
- Heuristic:Hiyouga LLaMA Factory Quantized Training Best Practices
- Heuristic:Scikit learn Scikit learn Random State Management
- Heuristic:Openai Openai node Warning Deprecated Beta Realtime
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Instance Norm for Multi GPU
- Heuristic:ClickHouse ClickHouse Test Writing Conventions
- Heuristic:Pyro ppl Pyro Guide Initialization Strategy
Environments
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment
- Environment:Pola rs Polars GPU Execution Environment
- Environment:OpenGVLab InternVL PEFT LoRA
- Environment:Mlc ai Mlc llm OpenCL Android Environment
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:Mistralai Client python Python SDK Environment