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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:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:Alibaba MNN Stable Diffusion Deployment
- Workflow:Vllm project Vllm Offline Text Generation
- Workflow:Ggml org Llama cpp LoRA Adapter Workflow
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:Apache Druid SQL Query Execution
- Workflow:Neuml Txtai Pipeline Workflow Chaining
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
- Workflow:Ollama Ollama Model Registry Operations
Principles
- Principle:OpenBMB UltraFeedback Model Loading
- Principle:Apache Beam Structural Key Equality
- Principle:Huggingface Datasets JSON Dataset Building
- Principle:Apache Hudi Table Schema Definition
- Principle:Cohere ai Cohere python Message Construction
- Principle:Microsoft Agent framework Handler Declaration
- Principle:AUTOMATIC1111 Stable diffusion webui Hypernetwork dataset preparation
- Principle:CarperAI Trlx Synthetic Environment Design
- Principle:SeleniumHQ Selenium CDP Session Cleanup
- Principle:Scikit learn Scikit learn Random Forest Classification
Implementations
- Implementation:Open compass VLMEvalKit MMAlaya
- Implementation:MarketSquare Robotframework browser WebApp State Keywords
- Implementation:Elevenlabs Elevenlabs python ApiIntegrationWebhookToolConfigOutput
- Implementation:Testtimescaling Testtimescaling github io Actions Checkout V3
- Implementation:OpenHands OpenHands Pyproject Configuration
- Implementation:Scikit learn Scikit learn KernelRidge
- Implementation:Huggingface Diffusers AutoencoderKL Decode
- Implementation:Cohere ai Cohere python ToolContent Union
- Implementation:Apache Flink CompactCoordinator ProcessElement
- Implementation:Tencent Ncnn YOLOv4 Example
Heuristics
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
- Heuristic:Bentoml BentoML Platform Serving Caveats
- Heuristic:Avhz RustQuant MC Parallel Path Threshold
- Heuristic:Duckdb Duckdb Build Parallelism Tuning
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
- Heuristic:Lucidrains X transformers Gradient Clipping And Accumulation
- Heuristic:Fede1024 Rust rdkafka Sensitive Config Sanitization
- Heuristic:Groq Groq python Streaming Usage Stats
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
Environments
- Environment:Pytorch Serve Distributed Training Environment
- Environment:DataExpert io Data engineer handbook Python Development Environment
- Environment:Datahub project Datahub Java 17 Backend Environment
- Environment:Vllm project Vllm CUDA
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:Truera Trulens Python Core Environment
- Environment:Apache Druid Druid Cluster Api
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:Ggml org Ggml Vulkan GPU Environment