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1,118
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:Confident ai Deepeval AI Agent Evaluation
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:Mage ai Mage ai Destination Data Loading
- Workflow:Kserve Kserve LLM Inference Serving
- Workflow:Cohere ai Cohere python Streaming Chat
- Workflow:Apache Dolphinscheduler Workflow Execution Lifecycle
- Workflow:Openclaw Openclaw Docker Deployment
- Workflow:Huggingface Datasets Format Conversion
Principles
- Principle:SeldonIO Seldon core Kubernetes Operator Orchestration
- Principle:Webdriverio Webdriverio Test Infrastructure
- Principle:Microsoft Agent framework Executor Definition
- Principle:Huggingface Optimum Parallel Layer Annotation
- Principle:Sktime Pytorch forecasting Estimator Conformance Testing
- Principle:Facebookresearch Habitat lab Checkpointing and Evaluation
- Principle:Hpcaitech ColossalAI Booster Plugin Configuration
- Principle:Facebookresearch Habitat lab App State Machine
- Principle:Junyanz Pytorch CycleGAN and pix2pix GAN Network Architecture
- Principle:Intel Ipex llm QLoRA Model Loading
Implementations
- Implementation:Mistralai Client python EmbeddingResponse
- Implementation:Truera Trulens Recording Retrieve Feedback Results
- Implementation:Online ml River Metrics MutualInfo
- Implementation:Microsoft Playwright CrExecutionContext
- Implementation:Ollama Ollama Tokenizer Vocabulary
- Implementation:Avhz RustQuant Frequency
- Implementation:Mage ai Mage ai Pipedrive Base Stream
- Implementation:Apache Paimon JsonSerdeUtil
- Implementation:Huggingface Diffusers LoRA Training Loop
- Implementation:OpenRLHF OpenRLHF Get strategy
Heuristics
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:Avhz RustQuant Discretization Scheme Selection
- Heuristic:DevExpress Testcafe MacOS Browser Launch Serialization
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:Fastai Fastbook Discriminative Learning Rates
- Heuristic:Huggingface Transformers FSDP Activation Checkpointing Tip
Environments
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:Huggingface Diffusers PyTorch CUDA Runtime
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:Microsoft Agent framework Core Package Dependencies
- Environment:Sgl project Sglang GitHub Actions
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment