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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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| 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:Pytorch Serve LLM Deployment vLLM
- Workflow:Explodinggradients Ragas RAG Evaluation
- Workflow:Langfuse Langfuse Trace ingestion pipeline
- Workflow:Haosulab ManiSkill Custom Task Development
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:Neuml Txtai API Deployment
- Workflow:CARLA simulator Carla Autonomous Navigation
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:Promptfoo Promptfoo CI CD Integration
Principles
- Principle:Microsoft Playwright Test Configuration
- Principle:Interpretml Interpret APLR Regression
- Principle:Datajuicer Data juicer Correlation Analysis
- Principle:NVIDIA NeMo Aligner Pretrained Model Loading
- Principle:SqueezeAILab ETS Policy Model Serving
- Principle:Apache Flink Bucket Data Writing
- Principle:Langgenius Dify Variable Wiring
- Principle:Langchain ai Langchain Version Bumping
- Principle:AUTOMATIC1111 Stable diffusion webui Img2img parameter configuration
- Principle:AUTOMATIC1111 Stable diffusion webui Seed Reproducibility
Implementations
- Implementation:Ollama Ollama Imagegen Safetensors Loader
- Implementation:Snorkel team Snorkel PandasLFApplier Apply
- Implementation:Recommenders team Recommenders Time Aware LSTM Cells
- Implementation:Arize ai Phoenix Evals Executors
- Implementation:Recommenders team Recommenders NCF Predict
- Implementation:Openai Openai node ZodToJsonSchema
- Implementation:Google deepmind Dm control Manipulation Registry
- Implementation:Risingwavelabs Risingwave SinkWriterStreamObserver OnNext
- Implementation:LMCache LMCache HTTP Server
- Implementation:Langfuse Langfuse Seeder Data Generators
Heuristics
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
- Heuristic:HKUDS AI Trader Linear Retry Backoff
- Heuristic:Kubeflow Pipelines Cache Staleness In Recursive Pipelines
- Heuristic:Nautechsystems Nautilus trader Strategy On Start Initialization
- Heuristic:Promptfoo Promptfoo Cache Configuration Tips
- Heuristic:Gretelai Gretel synthetics Mixed Precision Training Tradeoff
- Heuristic:Trailofbits Fickling Severity Threshold Selection
- Heuristic:Unstructured IO Unstructured Hi Res Model Configuration
- Heuristic:Protectai Llm guard Lazy Scanner Loading
- Heuristic:Ggml org Llama cpp Warning Deprecated Legacy Converters
Environments
- Environment:Huggingface Diffusers PyTorch CUDA Runtime
- Environment:Openclaw Openclaw Node 22 Runtime
- Environment:MaterializeInc Materialize Buildkite CI Runtime
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Unstructured IO Unstructured OpenAI API
- Environment:OpenBMB UltraFeedback Python GPU Environment
- Environment:Apache Spark JDK Build Environment
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:InternLM Lmdeploy Python Dependencies