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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:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:Onnx Onnx Model Creation
- Workflow:NVIDIA NeMo Curator Semantic Deduplication
- Workflow:Puppeteer Puppeteer Web Scraping And Interaction
- Workflow:Promptfoo Promptfoo LLM Evaluation
- Workflow:Microsoft DeepSpeedExamples RLHF Training Pipeline
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:CrewAIInc CrewAI Hierarchical Crew Execution
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:Obss Sahi COCO Dataset Slicing
Principles
- Principle:Langgenius Dify Chunking Strategy
- Principle:Dagster io Dagster Dbt Asset Translation
- Principle:Lance format Lance Full Text Query Execution
- Principle:Webdriverio Webdriverio HookLifecycle
- Principle:Mistralai Client python Azure Client Initialization
- Principle:HKUDS AI Trader LLM Invocation
- Principle:Apache Kafka Coordinator State Loading
- Principle:FMInference FlexLLMGen CUDA Memory Access Patterns
- Principle:AUTOMATIC1111 Stable diffusion webui Model Discovery
- Principle:Rapidsai Cuml Regression Evaluation
Implementations
- Implementation:Risingwavelabs Risingwave SourceTypeE
- Implementation:Volcengine Verl SFTDataset
- Implementation:Tensorflow Tfjs Activations Test
- Implementation:Risingwavelabs Risingwave SnowflakeDialect
- Implementation:Hpcaitech ColossalAI Code Reward Utils
- Implementation:Ollama Ollama Discover CPU Linux
- Implementation:Apache Airflow GenericDAGNode
- Implementation:Ray project Ray PlacementGroup Interface
- Implementation:Bentoml BentoML IO Descriptor Multipart
- Implementation:Apache Dolphinscheduler AbstractDataSourceProcessor Connectivity
Heuristics
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix CuDNN Benchmark Scale Width
- Heuristic:NVIDIA DALI NVJPEG Memory Preallocation
- Heuristic:Heibaiying BigData Notes Maven Shade Packaging Tip
- Heuristic:Risingwavelabs Risingwave Stream Chunk Sizing
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:Tensorflow Tfjs GPU Pipeline Data Residency
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:Cohere ai Cohere python Pydantic V1 V2 Compatibility
- Heuristic:LaurentMazare Tch rs CuDNN Benchmark Mode
Environments
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:ArroyoSystems Arroyo Object Storage
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Tensorflow Tfjs Node Native Runtime
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime