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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:OpenBMB UltraFeedback Completion Generation
- Workflow:PrefectHQ Prefect AI Data Analyst Agent
- Workflow:Lm sys FastChat ShareGPT Data Pipeline
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
- Workflow:Zai org CogVideo Video Editing DDIM Inversion
- Workflow:CARLA simulator Carla Autonomous Navigation
- Workflow:Diagram of thought Diagram of thought DoT Iterative Reasoning
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
Principles
- Principle:Tensorflow Serving HTTP Compression
- Principle:Apache Spark Source Compilation
- Principle:Apache Beam Pipeline Configuration Twister2
- Principle:Nightwatchjs Nightwatch Page Commands
- Principle:DistrictDataLabs Yellowbrick Grid Search Visualization
- Principle:Googleapis Python genai Tool Definition
- Principle:Huggingface Datasets Archive Extraction
- Principle:Farama Foundation Gymnasium MuJoCo Locomotion
- Principle:Microsoft BIPIA Few Shot Example Construction
- Principle:Webdriverio Webdriverio AI Self Healing
Implementations
- Implementation:Webdriverio Webdriverio MSPO Aggregator
- Implementation:Neuml Txtai HFPipeline
- Implementation:Haosulab ManiSkill Merge Trajectories Func
- Implementation:BerriAI Litellm Exception Mapping
- Implementation:MarketSquare Robotframework browser Strict Mode Keywords
- Implementation:BerriAI Litellm MCP Registry
- Implementation:Huggingface Datasets Dataset Sort
- Implementation:Infiniflow Ragflow FileManagerService
- Implementation:Diagram of thought Diagram of thought Format Compliance Validator
- Implementation:Explodinggradients Ragas Experiment Comparison Pattern
Heuristics
- Heuristic:Apache Airflow Database Lock Handling
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:Mit han lab Llm awq Skip QK Projection Clipping
- Heuristic:Avhz RustQuant Interpolation Method Selection
- Heuristic:Mlc ai Web llm Penalty Parameter Defaults
- Heuristic:Huggingface Transformers FSDP Activation Checkpointing Tip
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:Pola rs Polars Streaming For Large Datasets
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
Environments
- Environment:Neuml Txtai Python Core Dependencies
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:Apache Druid Druid Cluster Api
- Environment:Vespa engine Vespa Cosign Sigstore Signing
- Environment:Princeton nlp SimPO VLLM Inference
- Environment:Helicone Helicone Wrangler CLI
- Environment:Cypress io Cypress Linux Display Server