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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:MaterializeInc Materialize dbt Integration
- Workflow:Mistralai Client python Function Calling
- Workflow:ClickHouse ClickHouse Building From Source
- Workflow:BerriAI Litellm Proxy Server Deployment
- Workflow:Promptfoo Promptfoo CI CD Integration
- Workflow:EvolvingLMMs Lab Lmms eval End to End Evaluation
- Workflow:Deepseek ai Janus Multimodal Understanding
- Workflow:PrefectHQ Prefect AI Data Analyst Agent
- Workflow:Deepspeedai DeepSpeed ZeRO Distributed Training
- Workflow:Treeverse LakeFS Write Audit Publish With Hooks
Principles
- Principle:SqueezeAILab ETS Answer Normalization And Grading
- Principle:Webdriverio Webdriverio Test Observability
- Principle:Vllm project Vllm Server Metrics Monitoring
- Principle:Wandb Weave Prompt Versioning
- Principle:ARISE Initiative Robosuite Mobile Base Control Abstraction
- Principle:Speechbrain Speechbrain Embedding Extraction
- Principle:Googleapis Python genai Content Generation
- Principle:Helicone Helicone Cache Abstraction
- Principle:Openai Openai agents python Stream Event Consumption
- Principle:Neuml Txtai Dimensionality Reduction
Implementations
- Implementation:Mbzuai oryx Awesome LLM Post training Search Papers
- Implementation:CrewAIInc CrewAI Jina Scrape Tool
- Implementation:Online ml River Tree HoeffdingAdaptiveTreeClassifier
- Implementation:Shiyu coder Kronos Auto Regressive Inference
- Implementation:Junyanz Pytorch CycleGAN and pix2pix TrainOptions Parse
- Implementation:Infiniflow Ragflow FloatingChatWidgetMarkdown Component
- Implementation:Risingwavelabs Risingwave TracingSlf4jImpl
- Implementation:Risingwavelabs Risingwave Explain DistSQL Page
- Implementation:Obss Sahi Analyse
- Implementation:LMCache LMCache Server
Heuristics
- Heuristic:Online ml River HST Feature Scaling Requirement
- Heuristic:Getgauge Taiko Navigation Wait Strategy
- Heuristic:Getgauge Taiko Network Interception Gotchas
- Heuristic:Microsoft Onnxruntime Graph Optimization Level Selection
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:Testtimescaling Testtimescaling github io Skip CI Commit Tag
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:DevExpress Testcafe MacOS Browser Launch Serialization
- Heuristic:Openai Openai node Retry Backoff Configuration
Environments
- Environment:Openai Openai node WebSocket Dependency
- Environment:Spotify Luigi AWS S3 Storage
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:Microsoft Autogen Studio Server Environment
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Google deepmind Mujoco C Build Environment
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed