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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:Getgauge Taiko Form Interaction Testing
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:Spcl Graph of thoughts Custom GoT Use Case Integration
- Workflow:NVIDIA TransformerEngine Accelerate HF Gemma With TE
- Workflow:Openai Openai python Embeddings Generation
- Workflow:Apache Spark Standalone Cluster Deployment
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:Rapidsai Cuml GPU Clustering
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:OpenRLHF OpenRLHF Reward Model Training
Principles
- Principle:MaterializeInc Materialize Scalability Regression Testing
- Principle:SeleniumHQ Selenium WebDriver Session For CDP
- Principle:Princeton nlp SimPO Reward Model Annotation
- Principle:Huggingface Transformers Quantization Verification
- Principle:Duckdb Duckdb Extension Loading Verification
- Principle:Huggingface Datatrove Document Level Statistics
- Principle:Liu00222 Open Prompt Injection Configuration Loading
- Principle:Wandb Weave Containerized Dev Setup
- Principle:Ggml org Llama cpp KVCacheManagement
- Principle:Liu00222 Open Prompt Injection Binary Search Localization
Implementations
- Implementation:Langchain ai Langchain VectorStoreIntegrationTests
- Implementation:Ggml org Llama cpp Common Speculative Type
- Implementation:Google deepmind Dm control Suite Hopper
- Implementation:Ggml org Ggml Zendnn backend
- Implementation:Predibase Lorax GPTQ Exllama V2
- Implementation:Haifengl Smile Index Structure Selection
- Implementation:NVIDIA NeMo Aligner Train GPT Knowledge Distillation
- Implementation:LLMBook zh LLMBook zh github io Trainer Train SFT
- Implementation:Dotnet Machinelearning SymSgdNative
- Implementation:AUTOMATIC1111 Stable diffusion webui StableDiffusionProcessingImg2Img
Heuristics
- Heuristic:Avhz RustQuant Finite Difference Grid Sizing
- Heuristic:Anthropics Anthropic sdk python Model Deprecation Awareness
- Heuristic:Open compass VLMEvalKit Judge Model Selection By Dataset
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:Gretelai Gretel synthetics Gumbel Softmax NaN Retry
- Heuristic:Obss Sahi Confidence Threshold Setting
- Heuristic:Datajuicer Data juicer Operator Fusion Rules
- Heuristic:Bentoml BentoML Worker Count Strategy
- Heuristic:Allenai Open instruct GPU Memory Utilization
Environments
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:NVIDIA TransformerEngine CUDA Toolkit Requirements
- Environment:Intel Ipex llm vLLM XPU Serving Environment
- Environment:Vllm project Vllm CPU Runtime
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:ThreeSR Awesome Inference Time Scaling GitHub Account Environment
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK