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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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|---|---|---|
| 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:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:Huggingface Optimum GPTQ Quantization
- Workflow:BerriAI Litellm Observability Integration
- Workflow:Openclaw Openclaw Plugin And Skill Extension
- Workflow:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Deepspeedai DeepSpeed Inference Engine Optimization
- Workflow:Explodinggradients Ragas RAG Evaluation
Principles
- Principle:Bentoml BentoML Build Configuration
- Principle:Helicone Helicone Prompt Management
- Principle:Explodinggradients Ragas LLM as Judge Metric
- Principle:Facebookresearch Habitat lab HRL Configuration Composition
- Principle:Kornia Kornia Geometric Verification
- Principle:Junyanz Pytorch CycleGAN and pix2pix GAN Network Architecture
- Principle:Datahub project Datahub Lineage Verification
- Principle:Huggingface Datasets JAX Formatting
- Principle:Openai Openai node Tool Loop Resolution
- Principle:Teamcapybara Capybara Element Assertion
Implementations
- Implementation:Deepspeedai DeepSpeed Init Inference
- Implementation:Apache Beam WindmillStateInternals Persist
- Implementation:Haifengl Smile GA Parent Selection
- Implementation:CrewAIInc CrewAI Browserbase Load Tool
- Implementation:Openai Openai node QS Stringify
- Implementation:Open compass VLMEvalKit VQA Eval
- Implementation:ArroyoSystems Arroyo Validate UDF
- Implementation:Kornia Kornia Load Image
- Implementation:Treeverse LakeFS MkDocs Site Configuration
- Implementation:Openai Openai python Shared Function Definition
Heuristics
- Heuristic:Spotify Luigi Batch Parameter Aggregation
- Heuristic:SqueezeAILab ETS Thread Parallelism Suppression
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:Langchain ai Langchain Error Context Preservation
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Instance Norm for Multi GPU
- Heuristic:Nightwatchjs Nightwatch ESM Module Loading Tips
- Heuristic:FlowiseAI Flowise Edge Connection Type Matching
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Obss Sahi Auto Slice Resolution
Environments
- Environment:SeleniumHQ Selenium Grid Deployment Environment
- Environment:Apache Kafka Committer Tools Environment
- Environment:Alibaba MNN Python Export Environment
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:Openai Evals Python Runtime
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:Sgl project Sglang Grafana