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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:Vibrantlabsai Ragas Agent Evaluation
- Workflow:Alibaba ROLL RLVR Training Pipeline
- Workflow:Openai Openai node Fine Tuning
- Workflow:PeterL1n BackgroundMattingV2 Model export
- Workflow:Apache Shardingsphere Shadow Rule Configuration
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
- Workflow:Apache Kafka Coordinator Runtime Lifecycle
- Workflow:Langgenius Dify App Creation and Configuration
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:Guardrails ai Guardrails Structured Data Generation
Principles
- Principle:Huggingface Datasets SQL Export
- Principle:Explodinggradients Ragas Knowledge Graph Enrichment
- Principle:TA Lib Ta lib python Candlestick Pattern Detection
- Principle:Googleapis Python genai Image Result Processing
- Principle:Apache Kafka Squash Merge
- Principle:Ggml org Ggml GGUF File Creation
- Principle:Nautechsystems Nautilus trader Strategy Registration
- Principle:Tensorflow Serving Class Registration Pattern
- Principle:Trailofbits Fickling Pickle Dataset Analysis
- Principle:Langfuse Langfuse Trace Sampling
Implementations
- Implementation:Infiniflow Ragflow Admin ServiceDetail Component
- Implementation:Microsoft Onnxruntime OnnxSparseTensor JNI
- Implementation:Apache Flink SplitsChange
- Implementation:Google deepmind Mujoco User Composite
- Implementation:Sktime Pytorch forecasting NHiTS Sub Modules
- Implementation:Interpretml Interpret CutUniform
- Implementation:Tensorflow Tfjs GraphModel Predict
- Implementation:Predibase Lorax Exllama V1 CUDA Bindings
- Implementation:Iterative Dvc Repo Gc
- Implementation:Nautechsystems Nautilus trader OrderFactory Market Limit
Heuristics
- Heuristic:Vibrantlabsai Ragas Warning Deprecated V1 Metrics
- Heuristic:PeterL1n BackgroundMattingV2 Refine Mode Selection
- Heuristic:OWASP Www project top 10 for large language model applications Sandbox Containerization Pattern
- Heuristic:Datahub project Datahub Spark Databricks Coalescing
- Heuristic:SqueezeAILab ETS Max Depth And Token Guards
- Heuristic:Cleanlab Cleanlab Confident Threshold Heuristic
- Heuristic:Mit han lab Llm awq AWQ Grid Search Tuning
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
- Heuristic:AnswerDotAI RAGatouille Auto Batch Size For Long Documents
- Heuristic:Promptfoo Promptfoo Cache Configuration Tips
Environments
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:Vllm project Vllm CPU Runtime
- Environment:Apache Shardingsphere Calcite Federation Engine
- Environment:Apache Airflow Docker Container Environment
- Environment:Intel Ipex llm Build Environment
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:Vespa engine Vespa POSIX Mmap Log Control
- Environment:Sgl project Sglang Distributed