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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:Intel Ipex llm vLLM Serving
- Workflow:Online ml River Drift Adaptive Classification
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:MaterializeInc Materialize Integration Test Development
- Workflow:Open compass VLMEvalKit Adding Custom VLM
- Workflow:Webdriverio Webdriverio Standalone Browser Automation
- Workflow:Helicone Helicone LLM Request Proxy Logging
- Workflow:FlowiseAI Flowise Document Store Ingestion
- Workflow:Mlc ai Mlc llm Python Engine Inference
- Workflow:Evidentlyai Evidently Data Drift Monitoring
Principles
- Principle:Helicone Helicone Plan Upgrade
- Principle:DevExpress Testcafe Browser Provider Selection
- Principle:Run llama Llama index Embedding Model Integration
- Principle:Unslothai Unsloth MoE Grouped GEMM
- Principle:SeleniumHQ Selenium Development Environment Setup
- Principle:Evidentlyai Evidently Data Drift Detection
- Principle:Promptfoo Promptfoo Provider Interface
- Principle:Hpcaitech ColossalAI GRPO Consumer Setup
- Principle:Facebookresearch Audiocraft Pretrained Compression Export
- Principle:Haotian liu LLaVA Conversation Prompt Construction
Implementations
- Implementation:Ucbepic Docetl PresidentialDebateDemo
- Implementation:Open compass VLMEvalKit VITAQwen2
- Implementation:Datajuicer Data juicer VggtMapper
- Implementation:Astronomer Astronomer cosmos ExasolUserPasswordProfileMapping
- Implementation:Elevenlabs Elevenlabs python WidgetTextContents
- Implementation:Datajuicer Data juicer VideoMotionScoreRaftFilter
- Implementation:Iterative Dvc Repo Data
- Implementation:Openai Openai node Node CJS Auto Lockfile
- Implementation:CARLA simulator Carla TrafficManagerLocal
- Implementation:TobikoData Sqlmesh TableDiff Help
Heuristics
- Heuristic:Zai org CogVideo CPU Offload Strategy
- Heuristic:FlagOpen FlagEmbedding Warning Deprecated Search Demo
- Heuristic:Apache Kafka JVM GC Tuning Defaults
- Heuristic:Snorkel team Snorkel Minimum Three LFs
- Heuristic:Huggingface Alignment handbook DPO Beta Selection
- Heuristic:Obss Sahi Overlap Ratio Selection
- Heuristic:Microsoft BIPIA Delta Weight CPU Loading
- Heuristic:Hiyouga LLaMA Factory LoRA DDP Configuration
- Heuristic:Princeton nlp Tree of thought llm Functools Partial Model Binding
- Heuristic:Fede1024 Rust rdkafka Main Queue Poll Interval
Environments
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:Kserve Kserve Knative Serving
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:Sail sg LongSpec Training Environment
- Environment:Kserve Kserve Python Runtime
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:Trailofbits Fickling PyTorch
- Environment:Apache Airflow Development Contributor Environment