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1,118
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:Princeton nlp SimPO On Policy Data Generation
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
- Workflow:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:Astronomer Astronomer cosmos Watcher execution mode
- Workflow:Ray project Ray Remote Task Execution
- Workflow:Lakeraai Pint benchmark Hugging Face Model Evaluation
- Workflow:ARISE Initiative Robosuite Human Demonstration Collection
- Workflow:ArroyoSystems Arroyo Connection Setup
- Workflow:Vibrantlabsai Ragas Testset Generation
- Workflow:Openai Openai agents python Basic Agent Execution
Principles
- Principle:Google deepmind Mujoco Plugin Architecture
- Principle:Roboflow Rf detr Model Size Selection
- Principle:Bigscience workshop Petals Interactive Generation
- Principle:FMInference FlexLLMGen Dataset Loading And Serialization
- Principle:Iterative Dvc Local Remote State Comparison
- Principle:Mbzuai oryx Awesome LLM Post training Multi Sheet Excel Export
- Principle:Wandb Weave Auto Patching
- Principle:Apache Shardingsphere Metadata Repository Persistence
- Principle:Helicone Helicone Schema Mapping
- Principle:AUTOMATIC1111 Stable diffusion webui Txt2img parameter configuration
Implementations
- Implementation:DataTalksClub Data engineering zoomcamp Kestra Docker Compose Setup
- Implementation:BerriAI Litellm Passthrough Utils
- Implementation:Deepset ai Haystack MetadataRouter
- Implementation:TobikoData Sqlmesh Web Server Console
- Implementation:Ray project Ray LocalModeTaskSubmitter
- Implementation:Gretelai Gretel synthetics Train RNN
- Implementation:Openai Openai python Responses Create
- Implementation:Google deepmind Mujoco User Composite
- Implementation:Apache Druid UseHashAndLocalStorageHybridState
- Implementation:SeleniumHQ Selenium WebDriverException
Heuristics
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
- Heuristic:Microsoft DeepSpeedExamples RLHF Stability Constraints
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:PrefectHQ Prefect SQLite Performance Tuning
- Heuristic:Guardrails ai Guardrails RAIL Argument Parsing Security
- Heuristic:Microsoft Agent framework Typed Agent Options Pattern
- Heuristic:Neuml Txtai Thread Safety Constraints
- Heuristic:Eric mitchell Direct preference optimization Activation Checkpointing Memory
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:AnswerDotAI RAGatouille Auto Batch Size For Long Documents
Environments
- Environment:Openai Whisper Numba
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:Pola rs Polars Python Runtime Environment
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Sgl project Sglang GitHub Actions
- Environment:Eric mitchell Direct preference optimization Python Dependencies
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:Microsoft DeepSpeedExamples RLHF Training Environment
- Environment:Apache Shardingsphere Calcite Federation Engine