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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:Nightwatchjs Nightwatch Programmatic API Usage
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:Langchain ai Langchain Streaming Responses
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:OpenRLHF OpenRLHF Reward Model Training
- Workflow:Vespa engine Vespa Config subscription lifecycle
- Workflow:Puppeteer Puppeteer Request Interception
- Workflow:Huggingface Datatrove Common Crawl Processing
- Workflow:Bentoml BentoML Bento Build And Containerization
Principles
- Principle:Intel Ipex llm GaLore Gradient Projection
- Principle:Ollama Ollama Tool Call Parsing
- Principle:Microsoft Playwright Configure AI Agent Provider
- Principle:Zai org CogVideo T2V Pipeline Loading
- Principle:Webdriverio Webdriverio Type Safety
- Principle:Huggingface Datasets Dataset Metadata Inspection
- Principle:Ggml org Llama cpp Computation Graph Building
- Principle:ClickHouse ClickHouse Debug Symbol Splitting
- Principle:BerriAI Litellm Message Redaction
- Principle:Liu00222 Open Prompt Injection Conditional Probability Computation
Implementations
- Implementation:CarperAI Trlx Reference Benchmark
- Implementation:Puppeteer Puppeteer Versions Map
- Implementation:NVIDIA NeMo Curator UrlRemover
- Implementation:CARLA simulator Carla AtomicList
- Implementation:Deepspeedai DeepSpeed Reduction Utils
- Implementation:Zai org CogVideo CogVideoXPipeline From Pretrained
- Implementation:Apache Paimon OptionsUtils Python
- Implementation:Explodinggradients Ragas CacheInterface And DiskCacheBackend
- Implementation:AnswerDotAI RAGatouille RAGPretrainedModel Search Encoded Docs
- Implementation:Anthropics Anthropic sdk python Beta Types Namespace
Heuristics
- Heuristic:Langgenius Dify Warning Deprecated Default Datasource Auth
- Heuristic:Explodinggradients Ragas Failed Metrics Return NaN
- Heuristic:Apache Beam GC Thrashing Detection
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
- Heuristic:Openai Whisper KV Cache Optimization
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
- Heuristic:LMCache LMCache Memory Fragmentation Budget
- Heuristic:InternLM Lmdeploy OOM Troubleshooting
- Heuristic:Dagster io Dagster Mandatory Ruff Formatting
- Heuristic:ARISE Initiative Robosuite Domain Randomization Tuning
Environments
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:Promptfoo Promptfoo Node Runtime
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:Sgl project Sglang ROCm
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:Spcl Graph of thoughts OpenAI API Access
- Environment:Snorkel team Snorkel Dask Distributed
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:Kubeflow Kubeflow Git GitHub Environment