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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:Ray project Ray Build and Release Pipeline
- Workflow:SqueezeAILab ETS Answer Evaluation Pipeline
- Workflow:Scikit learn Scikit learn Ensemble Model Building
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:Lucidrains X transformers Non Autoregressive Masked Generation
- Workflow:TA Lib Ta lib python Abstract API Usage
- Workflow:Apache Spark Release Process
- Workflow:Openai Openai node Audio Processing
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:ARISE Initiative Robosuite Environment Setup And Simulation
Principles
- Principle:Vespa engine Vespa CPP Compilation
- Principle:Alibaba MNN PyMNN Installation
- Principle:Apache Hudi Table Schema Definition
- Principle:Speechbrain Speechbrain TTS Inference Pipeline
- Principle:Danijar Dreamerv3 Agent Initialization
- Principle:ArroyoSystems Arroyo Barrier Propagation
- Principle:Alibaba ROLL RLVR Configuration
- Principle:Wandb Weave Version Bump Release
- Principle:FlowiseAI Flowise Lead Capture
- Principle:Datahub project Datahub Emitter Instantiation
Implementations
- Implementation:Openai Whisper BasicTextNormalizer
- Implementation:Huggingface Datasets Dataset Num Rows
- Implementation:Webdriverio Webdriverio Error Handling Pattern
- Implementation:Huggingface Datasets Dataset Shuffle
- Implementation:Mlflow Mlflow Log Artifact
- Implementation:Open compass VLMEvalKit DREAM
- Implementation:Lucidrains X transformers DPO Forward
- Implementation:Datajuicer Data juicer TextFormatter
- Implementation:Apache Druid Hjson Context
- Implementation:Apache Paimon FunctionDefinition
Heuristics
- Heuristic:Apache Airflow Variable Access Pattern
- Heuristic:Apache Airflow Task Dependency Isolation
- Heuristic:Vespa engine Vespa Log Level Inheritance Polling
- Heuristic:Bentoml BentoML Thread Env Vars Setting
- Heuristic:Ggml org Llama cpp Thread Count Tuning
- Heuristic:Mit han lab Llm awq Kernel Selection Thresholds
- Heuristic:Huggingface Datasets Warning Deprecated Pandas Builder
- Heuristic:Tencent Ncnn Lightmode Memory Optimization
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
Environments
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Zai org CogVideo SAT Framework Environment
- Environment:Volcengine Verl CUDA GPU Environment
- Environment:Openai Whisper Triton
- Environment:Apache Airflow Database Backend Environment
- Environment:Unslothai Unsloth CUDA VLLM
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment