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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:Apache Hudi Flink MOR Compaction
- Workflow:Eventual Inc Daft Multimodal AI Batch Inference
- Workflow:Huggingface Diffusers Model Quantization
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:Volcengine Verl PPO Training With Reward Model
- Workflow:Huggingface Diffusers Text to Image Inference
- Workflow:DataExpert io Data engineer handbook PySpark Job Testing
- Workflow:Kubeflow Pipelines Pipeline Control Flow
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:Princeton nlp SimPO On Policy Data Generation
Principles
- Principle:Openai Openai node Response Stream Processing
- Principle:Datajuicer Data juicer Custom Operator Configuration
- Principle:Datahub project Datahub Spark Lineage Configuration
- Principle:Webdriverio Webdriverio UtilityPattern
- Principle:Lucidrains X transformers Entropy Based Segmentation
- Principle:Kubeflow Pipelines Iterative Training Termination
- Principle:Ggml org Ggml Vision Encoder Execution
- Principle:LaurentMazare Tch rs PyO3 Tensor Bridge
- Principle:Pyro ppl Pyro Bayesian Module Integration
- Principle:Langfuse Langfuse Data Streaming from ClickHouse
Implementations
- Implementation:Mlc ai Web llm Grammar Matcher Decoding
- Implementation:Tencent Ncnn ModelWriter
- Implementation:Microsoft Onnxruntime CPU GatherElementsGrad
- Implementation:Risingwavelabs Risingwave Graph Algorithms
- Implementation:SeleniumHQ Selenium Closure SafeUrl
- Implementation:FlagOpen FlagEmbedding EvalReranker Call
- Implementation:TobikoData Sqlmesh Metadata Component
- Implementation:MaterializeInc Materialize Deploy Promote Pattern
- Implementation:Open compass VLMEvalKit MMIF Function And Compare
- Implementation:FlowiseAI Flowise Pnpm Lock
Heuristics
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:LaurentMazare Tch rs MPS Weight Loading Workaround
- Heuristic:Groq Groq python Timeout Configuration
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Ggml org Ggml Gradient Accumulation Batch Sizing
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
- Heuristic:Vibrantlabsai Ragas Warning Deprecated V1 Metrics
- Heuristic:Huggingface Datatrove Gopher Quality Thresholds
- Heuristic:Huggingface Datasets Parquet Shard Sizing
- Heuristic:Apache Spark Build Fallback Strategies
Environments
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Apache Kafka Gradle Build Environment
- Environment:Langchain ai Langgraph Python Runtime Environment
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:Datahub project Datahub Docker Runtime
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Danijar Dreamerv3 JAX CUDA