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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:AUTOMATIC1111 Stable diffusion webui LoRA network application
- Workflow:Eric mitchell Direct preference optimization DPO Preference Training
- Workflow:Infiniflow Ragflow Document Processing Pipeline
- Workflow:BerriAI Litellm Fine Tuning Job
- Workflow:Online ml River Binary Classification Pipeline
- Workflow:Facebookresearch Habitat lab PointNav PPO Training
- Workflow:Onnx Onnx Version Conversion
- Workflow:Kserve Kserve LLM Disaggregated Serving
- Workflow:Openai Evals Building a custom eval
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
Principles
- Principle:ChenghaoMou Text dedup MinHash Fingerprinting
- Principle:Google deepmind Mujoco Ray Casting
- Principle:Langchain ai Langgraph Remote Client Connection
- Principle:SeleniumHQ Selenium CDP Event Subscription
- Principle:Open compass VLMEvalKit Image Encoding For TSV
- Principle:Google deepmind Mujoco Resource Provider
- Principle:Huggingface Datasets Data Download and Preparation
- Principle:Online ml River Online Feature Selection
- Principle:Ggml org Llama cpp Batch Decoding
- Principle:Allenai Open instruct Hyperparameter Search
Implementations
- Implementation:ARISE Initiative Robosuite Robot Base
- Implementation:Ollama Ollama XTools WebSearch
- Implementation:Apache Paimon FunctionChange
- Implementation:Junyanz Pytorch CycleGAN and pix2pix CycleGANModel Optimize Parameters
- Implementation:CrewAIInc CrewAI ContextualAI Rerank Tool
- Implementation:Treeverse LakeFS ListObjects For Import
- Implementation:Lance format Lance LegacyBitmapEncoding
- Implementation:AUTOMATIC1111 Stable diffusion webui Parse prompts and ExtraNetworkLora
- Implementation:Hiyouga LLaMA Factory Kernel Interface
- Implementation:Mage ai Mage ai Source Write Records
Heuristics
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:Apache Beam Lock Contention Batching
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:Protectai Llm guard ONNX Runtime Optimization
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:Ggml org Llama cpp Quantization Quality Tips
- Heuristic:Unslothai Unsloth VLLM Memory Utilization
- Heuristic:HKUDS AI Trader DeepSeek Tool Args Workaround
- Heuristic:Langchain ai Langgraph Retry Policy Configuration
- Heuristic:Openclaw Openclaw Warning Suppression For Known Deprecations
Environments
- Environment:Microsoft Playwright Browser Binaries Environment
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Apache Kafka Gradle Build Environment
- Environment:OWASP Www project top 10 for large language model applications Pydantic Invoice Agent Runtime
- Environment:Tensorflow Serving Kubernetes Deployment Environment
- Environment:Huggingface Optimum Tensor Parallelization Environment
- Environment:CarperAI Trlx DeepSpeed Multi GPU
- Environment:Openai Whisper Numba
- Environment:Vllm project Vllm ROCm
- Environment:Infiniflow Ragflow Data Source Credentials