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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:Allenai Open instruct SFT Finetuning
- Workflow:Interpretml Interpret EBM Training And Prediction
- Workflow:Mlc ai Mlc llm Model Compilation
- Workflow:Ggml org Llama cpp OpenAI Compatible Server
- Workflow:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:Avhz RustQuant Monte Carlo Option Pricing
- Workflow:Pytorch Serve LLM Deployment vLLM
- Workflow:BerriAI Litellm Router Load Balancing
- Workflow:Zai org CogVideo SAT Finetuning
- Workflow:Sdv dev SDV Data quality evaluation
Principles
- Principle:Openai Openai agents python Tool Output Guardrail Definition
- Principle:Neuml Txtai RAG Query Execution
- Principle:Nautechsystems Nautilus trader Backtest Execution
- Principle:Dagster io Dagster Incremental Processing
- Principle:NVIDIA DALI Image Resize
- Principle:Pyro ppl Pyro MCMC Posterior Prediction
- Principle:Triton inference server Server QA Test Model Generation
- Principle:DevExpress Testcafe Assertion Retry Logic
- Principle:FMInference FlexLLMGen Runtime Utility Functions
- Principle:PeterL1n BackgroundMattingV2 Dataset composition
Implementations
- Implementation:Scikit learn contrib Imbalanced learn sensitivity specificity support
- Implementation:EvolvingLMMs Lab Lmms eval Charades STA Eval TVG
- Implementation:InternLM Lmdeploy Gemm Cast
- Implementation:Explodinggradients Ragas Collections ResponseGroundedness Metric
- Implementation:Infiniflow Ragflow ChunkCard Component
- Implementation:Datajuicer Data juicer VideoExtractFramesMapper
- Implementation:Mage ai Mage ai Custom Spark Configuration
- Implementation:SeleniumHQ Selenium Keys
- Implementation:Microsoft Playwright Client CDPSession
- Implementation:Apache Kafka GPG Signing
Heuristics
- Heuristic:Openai Evals Eval Resumption Strategy
- Heuristic:Explodinggradients Ragas Failed Metrics Return NaN
- Heuristic:Fastai Fastbook Learning Rate Finder Rule
- Heuristic:Heibaiying BigData Notes HBase Connection Thread Safety Tip
- Heuristic:OWASP Www project top 10 for large language model applications Sandbox Containerization Pattern
- Heuristic:Sdv dev SDV CTGAN Column Performance
- Heuristic:Spotify Luigi Marker Table Idempotency
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
- Heuristic:Huggingface Datasets Batch Size Optimization
- Heuristic:Astronomer Astronomer cosmos Cache Strategy Optimization
Environments
- Environment:NVIDIA TransformerEngine Python PyTorch Requirements
- Environment:Recommenders team Recommenders GPU CUDA Environment
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:Snorkel team Snorkel PySpark
- Environment:Danijar Dreamerv3 JAX CUDA
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Trailofbits Fickling Python Runtime
- Environment:Mlc ai Mlc llm Python Serving Environment
- Environment:Kserve Kserve Gateway API