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Workflows
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Principles
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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:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:Danijar Dreamerv3 Distributed Parallel Training
- Workflow:Apache Hudi Flink Table Clustering
- Workflow:Scikit learn contrib Imbalanced learn Ensemble Imbalanced Classification
- Workflow:NVIDIA TransformerEngine Accelerate HF Gemma With TE
- Workflow:Spcl Graph of thoughts GoT Sorting Pipeline
- Workflow:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
- Workflow:Scikit learn Scikit learn Ensemble Model Building
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Cypress io Cypress E2E Test Execution
Principles
- Principle:Webdriverio Webdriverio Browser Runner Configuration
- Principle:EvolvingLMMs Lab Lmms eval Request Construction
- Principle:Eventual Inc Daft Row Counting
- Principle:Huggingface Datasets Dataset From Generator Construction
- Principle:LaurentMazare Tch rs Character Level Language Modeling
- Principle:Run llama Llama index Agent Execution
- Principle:Tensorflow Serving Test Model Export
- Principle:Tensorflow Serving Loader Abstraction
- Principle:Huggingface Datasets Abstract Dataset IO
- Principle:Kserve Kserve Disaggregated Deployment
Implementations
- Implementation:Langfuse Langfuse HandleBatchExportJob
- Implementation:Mage ai Mage ai PowerBI Client
- Implementation:Infiniflow Ragflow ChunkHooks
- Implementation:Microsoft Semantic kernel VectorSearchOptions Filter
- Implementation:CARLA simulator Carla Client Constructor
- Implementation:Treeverse LakeFS RunSparkSubmit
- Implementation:CARLA simulator Carla Spectator Transform Tool
- Implementation:Triton inference server Server L0 Logging Test
- Implementation:Confident ai Deepeval EvaluationDataset Evals Iterator
- Implementation:Apache Airflow XComModel Operations
Heuristics
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:Kubeflow Kubeflow Sequential Infrastructure Deployment
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
- Heuristic:Avdvg InjectGuard Dataset Coverage Recall Bound
- Heuristic:Apache Spark Partition Sizing Tips
- Heuristic:Mistralai Client python Stream File Uploads
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
Environments
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:ArroyoSystems Arroyo Object Storage
- Environment:Guardrails ai Guardrails LLM Provider API Keys
- Environment:Google deepmind Dm control EGL Headless Rendering
- Environment:Wandb Weave Trace Server Infrastructure
- Environment:Huggingface Peft Python Core Dependencies
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:Getgauge Taiko Node Runtime