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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:OWASP Www project top 10 for large language model applications LLM Vulnerability Assessment
- Workflow:OpenRLHF OpenRLHF PPO Ray Training
- Workflow:Vllm project Vllm Vision Language Inference
- Workflow:Vllm project Vllm OpenAI Compatible Serving
- Workflow:InternLM Lmdeploy LLM API Server Deployment
- Workflow:Groq Groq python Batch Processing
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:Groq Groq python Streaming Chat Completion
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:Cypress io Cypress Binary Build and Release
Principles
- Principle:Alibaba ROLL Model Checkpointing
- Principle:Langfuse Langfuse S3 Payload Upload
- Principle:Elevenlabs Elevenlabs python TTS Model Configuration
- Principle:OpenGVLab InternVL Model Inference Loading
- Principle:MarketSquare Robotframework browser Installation Path Selection
- Principle:PacktPublishing LLM Engineers Handbook Cross Encoder Reranking
- Principle:Webdriverio Webdriverio Session Management
- Principle:Deepspeedai DeepSpeed CPU Communication Backends
- Principle:Google deepmind Mujoco Collision Detection
- Principle:NVIDIA DALI Image Resize
Implementations
- Implementation:Elevenlabs Elevenlabs python GetUnitTestResponseModel
- Implementation:FlagOpen FlagEmbedding LLM Dense Retriever Data
- Implementation:NVIDIA NeMo Curator BaseSyntheticStage
- Implementation:Onnx Onnx Checker Cpp API
- Implementation:Tencent Ncnn Imreadwrite
- Implementation:PeterL1n BackgroundMattingV2 Torch onnx export
- Implementation:Mistralai Client python Chat Stream
- Implementation:Mlc ai Mlc llm Qwen3 Model
- Implementation:Pyro ppl Pyro GaussianScaleMixture
- Implementation:Openclaw Openclaw RunOnboardingWizard
Heuristics
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:Arize ai Phoenix AIMD Concurrency Control
- Heuristic:Kubeflow Kubeflow Sequential Infrastructure Deployment
- Heuristic:Risingwavelabs Risingwave Stream Chunk Sizing
- Heuristic:PeterL1n BackgroundMattingV2 Data Augmentation Strategy
- Heuristic:Dotnet Machinelearning Tokenizer Caching Strategy
- Heuristic:OpenBMB UltraFeedback Score 10 Anomaly Correction
- Heuristic:Scikit learn Scikit learn Working Memory Tuning
- Heuristic:Teamcapybara Capybara Frozen Time Detection
- Heuristic:Haotian liu LLaVA Quantization MM Projector Exclusion
Environments
- Environment:Intel Ipex llm NPU Environment
- Environment:Webdriverio Webdriverio Node Runtime Environment
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:Vllm project Vllm Environment Variables
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime