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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:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:Apache Hudi Flink MOR Compaction
- Workflow:Apache Airflow DAG Authoring and Deployment
- Workflow:Speechbrain Speechbrain Speech Separation Training
- Workflow:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:Volcengine Verl GRPO Training Pipeline
- Workflow:FlowiseAI Flowise Chatflow Creation
- Workflow:Webdriverio Webdriverio Custom Plugin Development
- Workflow:Ucbepic Docetl Long Document Chunking
Principles
- Principle:MarketSquare Robotframework browser Python Package Installation
- Principle:Heibaiying BigData Notes Prepare Input Data
- Principle:MaterializeInc Materialize Content Addressed Fingerprinting
- Principle:Togethercomputer Together python Model Listing
- Principle:Snorkel team Snorkel Labeling Function Application
- Principle:Speechbrain Speechbrain Whisper Data Tokenization Pipeline
- Principle:Online ml River Multi Step Forecasting
- Principle:Cypress io Cypress Contribution Workflow
- Principle:Helicone Helicone Provider Registration
- Principle:Trailofbits Fickling PyTorch Model Wrapping
Implementations
- Implementation:CrewAIInc CrewAI NL2SQL Tool
- Implementation:Mage ai Mage ai Intercom Client
- Implementation:Speechbrain Speechbrain Create Aishell1Mix From Metadata
- Implementation:Treeverse LakeFS Java SDK OpenAPI Spec
- Implementation:NVIDIA DALI EfficientNet Model
- Implementation:CARLA simulator Carla Visualize Radar Example
- Implementation:Microsoft Semantic kernel AstronomyPlugin OpenAPI
- Implementation:CARLA simulator Carla WeatherParameters
- Implementation:TobikoData Sqlmesh Editor Context
- Implementation:Microsoft Onnxruntime CUDA Send
Heuristics
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
- Heuristic:Intel Ipex llm Llama Padding Token Workaround
- Heuristic:Eric mitchell Direct preference optimization Activation Checkpointing Memory
- Heuristic:LMCache LMCache Prefix Based Retrieval Pattern
- Heuristic:Dagster io Dagster Batch Size Tuning
- Heuristic:Unstructured IO Unstructured Libmagic Filetype Accuracy
- Heuristic:OpenHands OpenHands Clustered Race Condition Prevention
- Heuristic:Onnx Onnx External Data Path Security
- Heuristic:Confident ai Deepeval Dotenv Loading Order
- Heuristic:Allenai Open instruct BFloat16 Training
Environments
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:OpenBMB UltraFeedback OpenAI API Environment
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Openai Openai agents python Voice Dependencies
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:Allenai Open instruct Docker Container
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies