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1,118
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:Roboflow Rf detr Object Detection Inference
- Workflow:Apache Druid SQL Query Execution
- Workflow:Neuml Txtai Workflow Orchestration
- Workflow:Langchain ai Langchain Adding Partner Integration
- Workflow:Deepset ai Haystack Extractive QA Pipeline
- Workflow:Openai Openai python Audio Processing
- Workflow:Trailofbits Fickling Pickle Safety Analysis
- Workflow:Langgenius Dify Knowledge Base Creation
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:Volcengine Verl Multi Turn Tool Use Training
Principles
- Principle:LaurentMazare Tch rs GPT Text Generation
- Principle:Bitsandbytes foundation Bitsandbytes Global INT8 Quantization
- Principle:ArroyoSystems Arroyo UDF Lifecycle Management
- Principle:Eventual Inc Daft Session SQL Execution
- Principle:Apache Shardingsphere Event Listener Filtering
- Principle:Huggingface Transformers Configuration Matrix Generation
- Principle:Mlflow Mlflow Trace Search and Analysis
- Principle:Predibase Lorax JSON Schema Definition
- Principle:Google deepmind Mujoco Sleep Wake Optimization
- Principle:Microsoft Autogen Agent Specialization
Implementations
- Implementation:TobikoData Sqlmesh Project Context
- Implementation:Triton inference server Server L0 Response Cache Test
- Implementation:SeleniumHQ Selenium Point
- Implementation:Pyro ppl Pyro SIR Models
- Implementation:Kornia Kornia Transpiler
- Implementation:NVIDIA NeMo Aligner MegatronSD DRaFTP Model
- Implementation:Nightwatchjs Nightwatch Multi Page Flow Pattern
- Implementation:Ollama Ollama Convert GlmOcr
- Implementation:Huggingface Datasets Sharding Utils
- Implementation:Scikit learn Scikit learn OptimizeUtils
Heuristics
- Heuristic:Microsoft Onnxruntime Graph Optimization Level Selection
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
- Heuristic:Langchain ai Langchain Error Context Preservation
- Heuristic:Onnx Onnx Big Endian Byte Order Handling
- Heuristic:Facebookresearch Habitat lab VER Tuning Guidelines
- Heuristic:Microsoft Agent framework Silent Workflow Failures
- Heuristic:Apache Druid Query Error Suggestion Patterns
Environments
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Kserve Kserve Leader Worker Set
- Environment:Kserve Kserve Knative Serving
- Environment:ChenghaoMou Text dedup Suffix Array External Tools
- Environment:Sgl project Sglang Runtime
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:Sgl project Sglang Python Dependencies
- Environment:Tencent Ncnn Build Environment
- Environment:Scikit learn Scikit learn Python Runtime Environment
- Environment:Kubeflow Kubeflow Python KFP SDK Environment