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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:Vibrantlabsai Ragas Custom Metric Creation
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:Mit han lab Llm awq TinyChat LLM Deployment
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Data Ingestion
- Workflow:Huggingface Transformers Model Training With Trainer
- Workflow:Apache Beam Dataflow Streaming Execution
- Workflow:Hiyouga LLaMA Factory Full Parameter SFT
- Workflow:Scikit learn contrib Imbalanced learn Imbalanced Model Evaluation
- Workflow:Apache Spark Kubernetes Deployment
Principles
- Principle:Deepset ai Haystack Document Embedding
- Principle:Haifengl Smile Model Serialization
- Principle:Webdriverio Webdriverio Local Tunnel Connectivity
- Principle:AUTOMATIC1111 Stable diffusion webui UI Architecture
- Principle:LLMBook zh LLMBook zh github io Checkpoint Saving
- Principle:Cleanlab Cleanlab Noise Robust Training
- Principle:Kornia Kornia Inlier Extraction
- Principle:ARISE Initiative Robosuite Camera Randomization
- Principle:Mlc ai Mlc llm Synchronous Engine Initialization
- Principle:LaurentMazare Tch rs GPT Text Generation
Implementations
- Implementation:Guardrails ai Guardrails Guard Use Streaming
- Implementation:OWASP Www project top 10 for large language model applications VulnerabilityEntry Extract Common Examples
- Implementation:Infiniflow Ragflow DataflowChunker Component
- Implementation:Iterative Dvc SCMContext Track Changed Files
- Implementation:Tensorflow Tfjs Tf LoadLayersModel For Transfer
- Implementation:Dagster io Dagster MonthlyPartitionsDefinition API
- Implementation:Kubeflow Pipelines Dsl ExitHandler
- Implementation:Ggml org Ggml Cpu tensor ops
- Implementation:CARLA simulator Carla CompositeSerializer
- Implementation:Huggingface Optimum QuestionAnsweringProcessing
Heuristics
- Heuristic:Avhz RustQuant MC Parallel Path Threshold
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
- Heuristic:Snorkel team Snorkel Minimum Three LFs
- Heuristic:Apache Kafka JVM GC Tuning Defaults
- Heuristic:ArroyoSystems Arroyo Checkpoint Interval Tuning
- Heuristic:OpenRLHF OpenRLHF vLLM Embedding Resize Warning
- Heuristic:Allenai Open instruct NCCL CUMEM Disable
- Heuristic:Axolotl ai cloud Axolotl Sample Packing Best Practices
- Heuristic:MaterializeInc Materialize Pipeline Test Trimming Rules
Environments
- Environment:MarketSquare Robotframework browser CI GitHub Actions
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:Hpcaitech ColossalAI GRPO Distributed Environment
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime
- Environment:Volcengine Verl Megatron Core Environment
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:Huggingface Alignment handbook Evaluation Tools