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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:Google deepmind Dm control MJCF Model Composition
- Workflow:PacktPublishing LLM Engineers Handbook Digital Data ETL
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:Googleapis Python genai Text Content Generation
- Workflow:Microsoft Semantic kernel Agent Conversation And Orchestration
- Workflow:Mistralai Client python Chat Completion
- Workflow:Facebookresearch Audiocraft Model Export And Deployment
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:NVIDIA DALI Video Processing Pipeline
- Workflow:Volcengine Verl GRPO Training Pipeline
Principles
- Principle:Promptfoo Promptfoo Provider Registry
- Principle:Huggingface Datatrove Text Formatting Framework
- Principle:Webdriverio Webdriverio AsyncIterationPattern
- Principle:Online ml River Multiclass Decomposition
- Principle:Apache Beam Job Execution
- Principle:Apache Shardingsphere Runtime Rule Object Initialization
- Principle:Apache Spark Test Orchestration
- Principle:Apache Spark Cluster Lifecycle Shutdown
- Principle:Pyro ppl Pyro Conditional Independence
- Principle:ARISE Initiative Robosuite Environment Wrapper Pattern
Implementations
- Implementation:FlowiseAI Flowise MultiDropdown
- Implementation:Microsoft Semantic kernel CloudEvents PackageLock
- Implementation:Tencent Ncnn RFCN Example
- Implementation:Haifengl Smile LevenbergMarquardt
- Implementation:Volcengine Verl Dataset To Parquet
- Implementation:ClickHouse ClickHouse Wide Integer Impl
- Implementation:Puppeteer Puppeteer Injected CustomQuerySelector
- Implementation:Axolotl ai cloud Axolotl Pyproject Config
- Implementation:Sgl project Sglang CI Permissions Config
- Implementation:Mlc ai Mlc llm MLC Chat Config
Heuristics
- Heuristic:Alibaba ROLL Sequence Packing Alignment
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:Protectai Modelscan Nested Zip Not Supported
- Heuristic:OpenBMB UltraFeedback Score 10 Anomaly Correction
- Heuristic:DataExpert io Data engineer handbook Docker Volume Persistence Management
- Heuristic:Explodinggradients Ragas Embedding Batch Size Tuning
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
- Heuristic:Alibaba MNN Memory Mode Selection
- Heuristic:Anthropics Anthropic sdk python Adaptive Thinking Over Enabled
- Heuristic:Apache Kafka Log4j Migration Compatibility
Environments
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:Sgl project Sglang Web
- Environment:Microsoft Onnxruntime CUDA GPU Environment
- Environment:Sgl project Sglang Prometheus
- Environment:HKUDS AI Trader API Credentials
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment
- Environment:Vllm project Vllm CPU Runtime
- Environment:Microsoft Onnxruntime CPU Training Environment