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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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Browse by Category
| 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 Prompt management lifecycle
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:ThreeSR Awesome Inference Time Scaling Manual Paper Contribution
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:Teamcapybara Capybara RSpec Integration Setup
- Workflow:Confident ai Deepeval Synthetic Dataset Generation
- Workflow:Rapidsai Cuml Time Series Forecasting
- Workflow:LLMBook zh LLMBook zh github io LLM Pretraining
- Workflow:HKUDS AI Trader Data Pipeline
Principles
- Principle:VainF Torch Pruning YOLO Architecture Adaptation
- Principle:Farama Foundation Gymnasium Action Transformation
- Principle:ARISE Initiative Robosuite Composite Object Construction
- Principle:Langgenius Dify Plugin Discovery
- Principle:Microsoft Onnxruntime Checkpoint Loading
- Principle:Langchain ai Langgraph Runtime Context
- Principle:Googleapis Python genai Tool Configuration
- Principle:OpenGVLab InternVL Distributed Evaluation
- Principle:Trailofbits Fickling Pickle VM Tracing
- Principle:Bitsandbytes foundation Bitsandbytes FSDP 4bit Quantization
Implementations
- Implementation:Mlc ai Mlc llm MainActivity
- Implementation:Nightwatchjs Nightwatch Cucumber CLI Execution
- Implementation:Alibaba MNN MNNConvert CLI
- Implementation:Ucbepic Docetl Directive Chaining
- Implementation:Risingwavelabs Risingwave JdbcDialect Interface
- Implementation:Pyro ppl Pyro MCMC Summary
- Implementation:Openai Openai python BaseModel Validation
- Implementation:MarketSquare Robotframework browser Inv Version Docs
- Implementation:Microsoft Semantic kernel AddStepFromProcess
- Implementation:Anthropics Anthropic sdk python Messages Create
Heuristics
- Heuristic:Huggingface Datasets Parquet Shard Sizing
- Heuristic:Apache Flink Async Sink Timeout And Backpressure Defaults
- Heuristic:Anthropics Anthropic sdk python Retry Backoff Strategy
- Heuristic:Neuml Txtai LLM Context Window Fallback
- Heuristic:Spcl Graph of thoughts GoT Decompose Sort Merge Strategy
- Heuristic:Onnx Onnx Protobuf 2GB Limit Workaround
- Heuristic:Mlc ai Mlc llm FlashInfer KV Cache Fallback
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:Bitsandbytes foundation Bitsandbytes Compressed Statistics Double Quantization
- Heuristic:Apache Spark Build Fallback Strategies
Environments
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:ArroyoSystems Arroyo Python UDF Runtime
- Environment:Hiyouga LLaMA Factory Distributed Training Environment
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:Pola rs Polars Rust Build Environment
- Environment:BerriAI Litellm Docker Deployment
- Environment:Vllm project Vllm ROCm