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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:Langfuse Langfuse Otel ingestion pipeline
- Workflow:Avhz RustQuant Model Calibration
- Workflow:Openai Evals Implementing a custom completion function
- Workflow:Fastai Fastbook NLP Text Classification
- Workflow:FlagOpen FlagEmbedding Benchmark Evaluation
- Workflow:Roboflow Rf detr Custom Dataset Finetuning
- Workflow:Vllm project Vllm OpenAI Compatible Serving
- Workflow:Huggingface Diffusers Text to Image Inference
- Workflow:Predibase Lorax Server Deployment
- Workflow:Heibaiying BigData Notes Spark SQL Data Analysis
Principles
- Principle:Fede1024 Rust rdkafka Message Stream Processing
- Principle:CARLA simulator Carla PID Vehicle Control
- Principle:Langchain ai Langchain Release Triggering
- Principle:OpenHands OpenHands Middleware Configuration
- Principle:Unstructured IO Unstructured PDF Partitioning
- Principle:InternLM Lmdeploy Engine Configuration
- Principle:Openai Whisper Audio Loading
- Principle:Protectai Llm guard Output Scanner Factory Pattern
- Principle:Puppeteer Puppeteer Browser Context Isolation
- Principle:Apache Airflow Hook Connection Implementation
Implementations
- Implementation:Scikit learn Scikit learn ExportTree
- Implementation:DevExpress Testcafe NodeSnapshot TypeDefs
- Implementation:Dotnet Machinelearning LdaHybridMap
- Implementation:Mage ai Mage ai Destination Emit State
- Implementation:Ollama Ollama Discover CPU Linux
- Implementation:Microsoft Semantic kernel ChatCompletionAgent
- Implementation:FlowiseAI Flowise AddEditVariableDialog
- Implementation:CrewAIInc CrewAI Crew Hierarchical Constructor
- Implementation:CrewAIInc CrewAI Serply Job Search Tool
- Implementation:Cleanlab Cleanlab TC Get Label Quality Scores
Heuristics
- Heuristic:Volcengine Verl Inplace Operations OOM Prevention
- Heuristic:OWASP Www project top 10 for large language model applications Sandbox Containerization Pattern
- Heuristic:Sktime Pytorch forecasting Batch Size Selection
- Heuristic:Openai Whisper Log Probability Threshold
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:CARLA simulator Carla Traffic Manager Sync Mode
- Heuristic:Eventual Inc Daft Execution Config Tuning
- Heuristic:DistrictDataLabs Yellowbrick Scikit Learn API Compatibility
- Heuristic:Unslothai Unsloth Merge Memory Management
- Heuristic:Princeton nlp Tree of thought llm Value Caching
Environments
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:Openai Openai node Node 20 Runtime
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Openai CLIP Python Dependencies
- Environment:Sgl project Sglang Triton
- Environment:Microsoft Agent framework Python 3 10 Runtime
- Environment:Microsoft BIPIA Python CUDA GPU Environment