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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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|---|---|---|
| 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:Volcengine Verl Data Preprocessing For RL
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit LLM Int8 Inference
- Workflow:Mlflow Mlflow Prompt Management
- Workflow:Dotnet Machinelearning Binary Classification Pipeline
- Workflow:Openclaw Openclaw Docker Deployment
- Workflow:Apache Dolphinscheduler Workflow Failover Recovery
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
- Workflow:Pola rs Polars DataFrame Aggregation and Grouping
- Workflow:Helicone Helicone Local Development Setup
- Workflow:ClickHouse ClickHouse Building From Source
Principles
- Principle:Triton inference server Server Inference Request
- Principle:FlowiseAI Flowise Node Parameter Configuration
- Principle:Datahub project Datahub Client Authentication
- Principle:Nightwatchjs Nightwatch Component Test Authoring
- Principle:Apache Paimon Lance Distributed Analytics
- Principle:Explodinggradients Ragas Document Loading
- Principle:Hiyouga LLaMA Factory Dataset Format Conversion
- Principle:CARLA simulator Carla CMake Build Configuration
- Principle:Danijar Dreamerv3 Logging And Reporting
- Principle:PacktPublishing LLM Engineers Handbook HuggingFace Dataset Publishing
Implementations
- Implementation:Alibaba MNN Express Utils
- Implementation:Apache Spark Build Api Docs
- Implementation:Treeverse LakeFS Commit Operation
- Implementation:Protectai Llm guard Relevance
- Implementation:Hiyouga LLaMA Factory Hparams Parser
- Implementation:Open compass VLMEvalKit SArena Metrics
- Implementation:SeleniumHQ Selenium Closure ErrorHandler
- Implementation:Arize ai Phoenix PrecisionRecallFScore
- Implementation:Google deepmind Mujoco mjx benchmark
- Implementation:Ggml org Llama cpp Memory Recurrent
Heuristics
- Heuristic:Duckdb Duckdb Memory Management Rules
- Heuristic:Cohere ai Cohere python Tokenizer Cache With TTL
- Heuristic:Fede1024 Rust rdkafka Transaction Error Recovery
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
- Heuristic:Sail sg LongSpec Triton Block Size Tuning
- Heuristic:Deepspeedai DeepSpeed ZeRO Pipeline Incompatibility
- Heuristic:Groq Groq python Retry Backoff Strategy
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Deepset ai Haystack Document Splitting Defaults
Environments
- Environment:Openai Openai node Node 20 Runtime
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Sgl project Sglang CUDA SM100
- Environment:NVIDIA TransformerEngine CUDA Toolkit Requirements
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:Apache Airflow Development Contributor Environment
- Environment:Microsoft Agent framework Python 3 10 Runtime