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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:Dotnet Machinelearning Binary Classification Pipeline
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:SeldonIO Seldon core Model Explainability
- Workflow:Scikit learn contrib Imbalanced learn Imbalanced Model Evaluation
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:Apache Flink File Source Pipeline
- Workflow:Togethercomputer Together python Image Generation
- Workflow:Zai org CogVideo SAT Finetuning
Principles
- Principle:PrefectHQ Prefect Frontend Application Configuration
- Principle:Pyro ppl Pyro Simulator Based Inference
- Principle:DataTalksClub Data engineering zoomcamp Kafka Producer Pattern
- Principle:Rapidsai Cuml Nearest Neighbor Search
- Principle:PacktPublishing LLM Engineers Handbook SageMaker Training Orchestration
- Principle:Huggingface Transformers Distributed Checkpointing
- Principle:FMInference FlexLLMGen AIO Performance Benchmarking
- Principle:Huggingface Datasets JSON Export
- Principle:Neuml Txtai Document Preparation
- Principle:Zai org CogVideo DDIM Inversion
Implementations
- Implementation:Risingwavelabs Risingwave SqlServerDialect
- Implementation:Scikit learn Scikit learn PlottingBase
- Implementation:ClickHouse ClickHouse ArithmeticOverflow
- Implementation:Microsoft Playwright Generate Dotnet Channels
- Implementation:SeleniumHQ Selenium IEWebDriverManager
- Implementation:Zai org CogVideo SAT Diffusion Sample
- Implementation:MarketSquare Robotframework browser Print Version
- Implementation:Explodinggradients Ragas Discrete Metric Decorator
- Implementation:Deepspeedai DeepSpeed OpBuilder
- Implementation:Apache Kafka JMH Benchmark Script
Heuristics
- Heuristic:ClickHouse ClickHouse Test Writing Conventions
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:CrewAIInc CrewAI Rate Limiting Strategy
- Heuristic:NVIDIA NeMo Curator GPU Memory Resource Allocation
- Heuristic:Tensorflow Serving Resource Estimation Rules
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Batch Size One Default
- Heuristic:Neuml Txtai Thread Safety Constraints
- Heuristic:OWASP Www project top 10 for large language model applications SHA Pinning For GitHub Actions
Environments
- Environment:Huggingface Datasets PyTorch Integration
- Environment:Intel Ipex llm Linux XPU Environment
- Environment:BerriAI Litellm Docker Deployment
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Openai Evals Optional Provider APIs
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:Langfuse Langfuse S3 Compatible Storage