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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:Alibaba MNN Stable Diffusion Deployment
- Workflow:Ucbepic Docetl YAML Pipeline Execution
- Workflow:Shiyu coder Kronos CSV Finetuning
- Workflow:Huggingface Peft QLoRA SFT Finetuning
- Workflow:Unstructured IO Unstructured Chunking And Embedding
- Workflow:Openai Openai node Realtime Conversation
- Workflow:Princeton nlp Tree of thought llm Adding new task
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:Openai Evals Implementing a custom completion function
- Workflow:Ggml org Llama cpp Speculative Decoding
Principles
- Principle:DataTalksClub Data engineering zoomcamp Database Connection
- Principle:Apache Paimon Row Representation
- Principle:Bigscience workshop Petals Autoregressive Generation
- Principle:Protectai Llm guard Input Scanner Factory Pattern
- Principle:Mlc ai Web llm Grammar Constrained Decoding
- Principle:Openai Evals Tool Augmented Evaluation
- Principle:FlagOpen FlagEmbedding Auto Embedding Model Loading
- Principle:Langchain ai Langchain Public API Surface
- Principle:CrewAIInc CrewAI Training Execution
- Principle:Langchain ai Langgraph ReAct Agent Construction
Implementations
- Implementation:Microsoft Agent framework AzureOpenAIResponsesClient Init
- Implementation:ArroyoSystems Arroyo Pipeline Row
- Implementation:Kornia Kornia CLAHE
- Implementation:Deepset ai Haystack DocumentJoiner
- Implementation:Guardrails ai Guardrails Hub Tracing
- Implementation:SeleniumHQ Selenium OutputType
- Implementation:InternLM Lmdeploy OutputProcessor
- Implementation:Scikit learn Scikit learn NumpyDocScrape
- Implementation:Langchain ai Langchain ChatModelUnitTests
- Implementation:Alibaba MNN Protobuf Wrappers PB H
Heuristics
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
- Heuristic:LMCache LMCache Chunk Size And Default Config
- Heuristic:Openai Whisper Compression Ratio Threshold
- Heuristic:NVIDIA NeMo Curator Video Frame Sampling Strategy
- Heuristic:SqueezeAILab ETS Thread Parallelism Suppression
- Heuristic:Infiniflow Ragflow Citation Threshold Decay
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:Princeton nlp Tree of thought llm Global State Token Counting
- Heuristic:Eric mitchell Direct preference optimization Activation Checkpointing Memory
Environments
- Environment:Kserve Kserve Leader Worker Set
- Environment:Huggingface Diffusers Attention Backends
- Environment:Mistralai Client python Agents Environment
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Gretelai Gretel synthetics Python Base Environment
- Environment:Kserve Kserve Python Runtime
- Environment:Fastai Fastbook Jupyter Notebook Environment
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:Duckdb Duckdb Code Generation Tools