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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:NVIDIA TransformerEngine Accelerate HF Gemma With TE
- Workflow:Eric mitchell Direct preference optimization SFT Training
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:Cypress io Cypress CI Pipeline Integration
- Workflow:Confident ai Deepeval Synthetic Dataset Generation
- Workflow:Openclaw Openclaw Agent Message Loop
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:LaurentMazare Tch rs Pretrained Image Classification
Principles
- Principle:Cypress io Cypress Component Testing Configuration
- Principle:Pyro ppl Pyro Algebraic Semirings
- Principle:Pyro ppl Pyro Neural Transport
- Principle:LLMBook zh LLMBook zh github io Symmetric Quantization
- Principle:Volcengine Verl Multi Turn Rollout
- Principle:Confident ai Deepeval Task Completion Evaluation
- Principle:Haosulab ManiSkill Camera Depth Sensor Abstraction
- Principle:Triton inference server Server Jetson Edge Deployment
- Principle:Facebookresearch Habitat lab Metric Visualization
- Principle:Nightwatchjs Nightwatch Cucumber Test Execution
Implementations
- Implementation:FlowiseAI Flowise AssistantDialog
- Implementation:Apache Flink IteratorResultIterator
- Implementation:Puppeteer Puppeteer Bidi Core Realm
- Implementation:Onnx Onnx IR Protobuf Converter
- Implementation:Teamcapybara Capybara Selector Label
- Implementation:Haosulab ManiSkill PlacementSamplers
- Implementation:Apache Flink PartitionTimeExtractor
- Implementation:Microsoft Autogen UserProxyAgent
- Implementation:Open compass VLMEvalKit LMDeployWrapper
- Implementation:MarketSquare Robotframework browser Clock Keywords
Heuristics
- Heuristic:Openai Openai node Warning Deprecated Beta Realtime
- Heuristic:Huggingface Diffusers Dtype Precision Selection
- Heuristic:Online ml River ARF Drift Detection Sensitivity
- Heuristic:Langgenius Dify Extension Initialization Order
- Heuristic:Obss Sahi Match Threshold Tuning
- Heuristic:Obss Sahi Overlap Ratio Selection
- Heuristic:Apache Dolphinscheduler Datasource Cache Expiry
- Heuristic:Ggml org Llama cpp Context Size Alignment
- Heuristic:Protectai Modelscan Unknown Opcodes Assume Critical
- Heuristic:Unstructured IO Unstructured Warning Deprecated Staging Base
Environments
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:Zai org CogVideo Diffusers Finetuning Environment
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:Heibaiying BigData Notes Java 8 Maven Environment
- Environment:Fastai Fastbook CUDA GPU Environment
- Environment:BerriAI Litellm Redis Cache Backend
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime
- Environment:Microsoft Onnxruntime Windows Build Environment
- Environment:Sktime Pytorch forecasting Core Python Dependencies