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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:Rapidsai Cuml Dimensionality Reduction
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit LLM Int8 Inference
- Workflow:Dagster io Dagster ETL Pipeline
- Workflow:Bentoml BentoML Multi Model Composition
- Workflow:Rapidsai Cuml Sklearn Zero Code Acceleration
- Workflow:Getgauge Taiko Headless Browser Testing
- Workflow:Openai Whisper Language Detection And Decoding
- Workflow:Apache Airflow Provider Distribution Development
- Workflow:Kubeflow Pipelines Standalone Deployment
- Workflow:Apache Hudi Flink MOR Compaction
Principles
- Principle:Apache Druid Supervisor Health Monitoring
- Principle:AUTOMATIC1111 Stable diffusion webui Seed Reproducibility
- Principle:Apache Kafka Topic Configuration Alteration
- Principle:Huggingface Diffusers Selective Test Execution
- Principle:Mlfoundations Open flamingo Pretrained Weight Loading
- Principle:Cohere ai Cohere python Tool Schema Definition
- Principle:Wandb Weave Version Bump Dev
- Principle:Webdriverio Webdriverio Selector Validation
- Principle:Langgenius Dify UIPresentation
- Principle:Mlflow Mlflow ML Framework Compatibility Management
Implementations
- Implementation:Open compass VLMEvalKit ChartMimic Text Evaluator
- Implementation:Huggingface Diffusers Save Lora Weights DreamBooth
- Implementation:Datajuicer Data juicer ExtractNicknameMapper
- Implementation:Dotnet Machinelearning FastTree LambdaMART Derivatives
- Implementation:Teamcapybara Capybara RackTest Browser
- Implementation:Scikit learn contrib Imbalanced learn BorderlineSMOTE
- Implementation:Mlc ai Mlc llm MLCEngineBase Init
- Implementation:SeleniumHQ Selenium How
- Implementation:Langfuse Langfuse Public API Filter Builder
- Implementation:Apache Beam DirectGraphVisitor
Heuristics
- Heuristic:Intel Ipex llm QLoRA Training Hyperparameters
- Heuristic:NVIDIA TransformerEngine FP8 Recipe Auto Selection
- Heuristic:Apache Beam Warning Deprecated Twister2 Runner
- Heuristic:Marker Inc Korea AutoRAG One Dataset Per Project Directory
- Heuristic:Fastai Fastbook Learning Rate Finder Rule
- Heuristic:ContextualAI HALOs Batch Size Divisibility
- Heuristic:Axolotl ai cloud Axolotl Attention Mechanism Selection
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:Danijar Dreamerv3 XLA GPU Optimization Flags
- Heuristic:Shiyu coder Kronos Sampling Temperature Tuning
Environments
- Environment:Apache Spark Python Environment
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Intel Ipex llm Build Environment
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Interpretml Interpret Native Libebm Environment
- Environment:Langgenius Dify Node Frontend Environment
- Environment:Run llama Llama index Python LlamaIndex Core
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:Arize ai Phoenix Frontend Node 22