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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:Pytorch Serve HuggingFace Transformer Serving
- Workflow:Huggingface Open r1 Model Evaluation
- Workflow:Kserve Kserve LLM Inference Serving
- Workflow:Pyro ppl Pyro Bayesian Regression
- Workflow:Apache Kafka Release Candidate Staging
- Workflow:NVIDIA DALI Video Processing Pipeline
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:AUTOMATIC1111 Stable diffusion webui Image postprocessing and upscaling
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Puppeteer Puppeteer Web Scraping And Interaction
Principles
- Principle:ThreeSR Awesome Inference Time Scaling Readme Merge And Sort
- Principle:Infiniflow Ragflow Task Queue Consumption
- Principle:SeleniumHQ Selenium WebDriver Session Creation
- Principle:TA Lib Ta lib python C Library Installation
- Principle:Volcengine Verl Model Configuration
- Principle:Ray project Ray Runtime Shutdown
- Principle:TobikoData Sqlmesh Forward Only Change Handling
- Principle:Zai org CogVideo Diagonal Gaussian Distribution
- Principle:Huggingface Transformers Input Preprocessing
- Principle:Promptfoo Promptfoo CI Pipeline Configuration
Implementations
- Implementation:Groq Groq python ChatCompletion Response
- Implementation:Datajuicer Data juicer Load Ops
- Implementation:Open compass VLMEvalKit Infer Data Job
- Implementation:SqueezeAILab ETS Evaluate And Majority Vote
- Implementation:Microsoft DeepSpeedExamples BERT Checkpoint Conversion
- Implementation:Vespa engine Vespa Vespajlib ABI Spec
- Implementation:DevExpress Testcafe Testcafe CLI Entry
- Implementation:Openai Openai python Response Input Param
- Implementation:Apache Airflow DAG Constructor
- Implementation:NVIDIA TransformerEngine Custom NVFP4
Heuristics
- Heuristic:Microsoft LoRA Selective LoRA QV Only
- Heuristic:Run llama Llama index Batch Eval Retry Strategy
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:Langgenius Dify Celery Queue Separation
- Heuristic:ClickHouse ClickHouse Banned Functions Thread Safety
- Heuristic:Facebookresearch Audiocraft Audio Normalization Strategies
- Heuristic:Helicone Helicone Anthropic Cache Double Count Prevention
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
Environments
- Environment:Openai Openai node Node 20 Runtime
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:BerriAI Litellm Python Runtime
- Environment:Apache Kafka Release Toolchain Environment
- Environment:PeterL1n BackgroundMattingV2 PyTorch CUDA
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:ClickHouse ClickHouse Linux Build Environment
- Environment:Kserve Kserve Cert Manager