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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:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:Sktime Pytorch forecasting NBeats Univariate Forecasting
- Workflow:Huggingface Diffusers Video Generation
- Workflow:OWASP Www project top 10 for large language model applications Agentic Security Assessment
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:Haotian liu LLaVA Two Stage Pretraining and Finetuning
- Workflow:Guardrails ai Guardrails Custom Validator Development
- Workflow:Lance format Lance Version Management
- Workflow:Trailofbits Fickling PyTorch Payload Injection
- Workflow:Ggml org Llama cpp HF to GGUF Model Conversion
Principles
- Principle:Speechbrain Speechbrain CTC Training Loop
- Principle:Huggingface Datasets Dataset Split Inspection
- Principle:Microsoft LoRA BPE Text Decoding
- Principle:OWASP Www project top 10 for large language model applications Automated Quality Feedback
- Principle:Tensorflow Tfjs Tensor Merging
- Principle:Webdriverio Webdriverio Command Interception
- Principle:Volcengine Verl Answer Extraction
- Principle:Confident ai Deepeval PydanticAI Instrumentation
- Principle:Turboderp org Exllamav2 Benchmark Evaluation
- Principle:Apache Dolphinscheduler Frontend Build Toolchain
Implementations
- Implementation:Confident ai Deepeval Error Hierarchy
- Implementation:Openai Openai node Realtime Send Session Update
- Implementation:NVIDIA NeMo Aligner Preprocess AnthropicHH Data
- Implementation:Interpretml Interpret RmseRegressionObjective
- Implementation:Mlfoundations Open flamingo Get data
- Implementation:Apache Kafka CoordinatorRuntime ScheduleUnloadOperation
- Implementation:LMCache LMCache API Registry
- Implementation:Arize ai Phoenix Prompts Get
- Implementation:Infiniflow Ragflow RetrievalDocuments Component
- Implementation:ArroyoSystems Arroyo Format Deserializer
Heuristics
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
- Heuristic:Open compass VLMEvalKit Judge Model Selection By Dataset
- Heuristic:OpenHands OpenHands Streamable HTTP Over SSE
- Heuristic:Openai CLIP L2 Normalization For Cosine Similarity
- Heuristic:ArroyoSystems Arroyo Async UDF Concurrency
- Heuristic:FlagOpen FlagEmbedding Length Sorted Batching
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:Vibrantlabsai Ragas Nest Asyncio Uvloop Compatibility
Environments
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:CARLA simulator Carla Build From Source Requirements
- Environment:Risingwavelabs Risingwave Docker Deployment Environment
- Environment:Protectai Modelscan H5py Optional
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:Apache Kafka Release Toolchain Environment
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration