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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:Diagram of thought Diagram of thought DoT Trace Extraction
- Workflow:Openai Openai python Image Generation
- Workflow:Langchain ai Langgraph Functional API Workflow
- Workflow:Datahub project Datahub Spark Lineage Capture
- Workflow:NVIDIA NeMo Curator Semantic Deduplication
- Workflow:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:Ggml org Ggml MNIST Training And Evaluation
- Workflow:Huggingface Datasets Dataset Preprocessing
- Workflow:Ggml org Llama cpp OpenAI Compatible Server
Principles
- Principle:Fastai Fastbook Feature Importance
- Principle:Langchain ai Langgraph Deprecation Management
- Principle:Online ml River DenStream Clustering
- Principle:AUTOMATIC1111 Stable diffusion webui Image preprocessing and latent encoding
- Principle:Apache Kafka Builder Cleanup
- Principle:Obss Sahi COCO Dataset Loading
- Principle:Online ml River Online Covariance Estimation
- Principle:Huggingface Diffusers Lazy Import Management
- Principle:Evidentlyai Evidently Report Configuration
- Principle:Onnx Onnx Numpy Tensor Conversion
Implementations
- Implementation:AUTOMATIC1111 Stable diffusion webui Settings JS
- Implementation:Google deepmind Mujoco MjTnum Header
- Implementation:Tencent Ncnn SimpleOMP
- Implementation:Google deepmind Mujoco mj validateReferences
- Implementation:Onnx Onnx TensorProto Util
- Implementation:FlagOpen FlagEmbedding MLVU Ego Data
- Implementation:Infiniflow Ragflow Collapse Component
- Implementation:Elevenlabs Elevenlabs python GetKnowledgeBaseUrlResponseModel
- Implementation:Scikit learn Scikit learn LabelEncoder
- Implementation:Tensorflow Tfjs GraphModel Predict
Heuristics
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:FMInference FlexLLMGen OOM Memory Management
- Heuristic:Google deepmind Mujoco Thread Pool Configuration
- Heuristic:Trailofbits Fickling Severity Threshold Selection
- Heuristic:Diagram of thought Diagram of thought Typed Records For Auditability
- Heuristic:Deepseek ai Janus Image Generation Prompt Tips
- Heuristic:Dotnet Machinelearning LDA Thread Reservation
- Heuristic:Infiniflow Ragflow Citation Threshold Decay
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:Vespa engine Vespa Log Level Inheritance Polling
Environments
- Environment:Ggml org Ggml CUDA GPU Environment
- Environment:Protectai Modelscan TensorFlow Optional
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:Arize ai Phoenix OpenTelemetry SDK
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Sgl project Sglang Performance Dashboard
- Environment:Microsoft Autogen Studio Server Environment
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:TobikoData Sqlmesh Web UI Stack