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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:Vespa engine Vespa Logging framework initialization
- Workflow:PacktPublishing LLM Engineers Handbook Digital Data ETL
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:Danijar Dreamerv3 Evaluation Only
- Workflow:Turboderp org Exllamav2 Text Generation
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:Hiyouga LLaMA Factory Full Parameter SFT
- Workflow:PeterL1n BackgroundMattingV2 Realtime webcam matting
- Workflow:Huggingface Datasets Dataset Preprocessing
Principles
- Principle:Mlfoundations Open flamingo WebDataset Data Pipeline
- Principle:FMInference FlexLLMGen DeepSpeed Initialization
- Principle:FMInference FlexLLMGen CUDA Type Conversion
- Principle:Kserve Kserve Controller Deployment
- Principle:Cohere ai Cohere python Streaming Chat Request
- Principle:Online ml River Iterative Progressive Validation
- Principle:Nautechsystems Nautilus trader Strategy Registration
- Principle:Mage ai Mage ai HTTP Client Request
- Principle:Ggml org Llama cpp Evaluation Dataset Acquisition
- Principle:Googleapis Python genai Live Music Generation
Implementations
- Implementation:Vespa engine Vespa IndexingProcessor ErrorHandling
- Implementation:Kubeflow Pipelines Taxi Utils
- Implementation:DevExpress Testcafe CI Npm Install Pattern
- Implementation:Microsoft Playwright ArtifactDispatcher
- Implementation:BerriAI Litellm CyberArk Secret Manager
- Implementation:FlowiseAI Flowise SSOConfig
- Implementation:Run llama Llama index FunctionCallingLLM
- Implementation:DataExpert io Data engineer handbook Do team vertex transformation
- Implementation:Googleapis Python genai AutomaticFunctionCallingConfig Setup
- Implementation:Infiniflow Ragflow UseMcpRequest Hooks
Heuristics
- Heuristic:Cohere ai Cohere python HTTP Retry Backoff Strategy
- Heuristic:Hpcaitech ColossalAI Warmup Steps Heuristic
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
- Heuristic:Datahub project Datahub Gradle Formatting Over Direct Tools
- Heuristic:Cleanlab Cleanlab Object Detection Scoring Constants
- Heuristic:Princeton nlp SimPO Multi Seed Diversity
- Heuristic:Getgauge Taiko Navigation Wait Strategy
- Heuristic:Microsoft BIPIA OpenAI Rate Limit Retry
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:ChenghaoMou Text dedup Mersenne Prime Backward Compatibility
Environments
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Togethercomputer Together python API Credentials
- Environment:Interpretml Interpret Python Core Environment
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:InternLM Lmdeploy Build From Source
- Environment:Mlflow Mlflow Docker Container Environment
- Environment:Haotian liu LLaVA OpenAI API Evaluation Environment
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:OpenHands OpenHands Integration Credentials
- Environment:Langfuse Langfuse ClickHouse Analytics