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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:Junyanz Pytorch CycleGAN and pix2pix Pix2pix Training
- Workflow:ARISE Initiative Robosuite Environment Setup And Simulation
- Workflow:Apache Shardingsphere Shadow Rule Configuration
- Workflow:Open compass VLMEvalKit Image Benchmark Evaluation
- Workflow:Duckdb Duckdb Source Amalgamation And Packaging
- Workflow:Openai Openai node Function Calling
- Workflow:Datahub project Datahub Docker Quickstart Deployment
- Workflow:Ggml org Llama cpp Model Quantization
- Workflow:Heibaiying BigData Notes HBase Java CRUD Operations
- Workflow:Cohere ai Cohere python Streaming Chat
Principles
- Principle:ArroyoSystems Arroyo Local Cluster Initialization
- Principle:AUTOMATIC1111 Stable diffusion webui Training dataset preparation
- Principle:Anthropics Anthropic sdk python Parse Request Execution
- Principle:Microsoft Playwright Select Browser and Configure Context
- Principle:AnswerDotAI RAGatouille Training Data Preparation
- Principle:Eventual Inc Daft Data Ingestion CSV
- Principle:Microsoft Autogen Agent Specialization
- Principle:Scikit learn Scikit learn Metric Evaluation
- Principle:Pytorch Serve Streaming Inference
- Principle:Pola rs Polars Time Range Filtering
Implementations
- Implementation:Hiyouga LLaMA Factory Sequence Packing
- Implementation:Langchain ai Langchain ToolsIntegrationTests
- Implementation:Onnx Onnx Shape Inference Interfaces
- Implementation:Lucidrains X transformers TextSamplerDataset Pattern
- Implementation:Elevenlabs Elevenlabs python TtsConversationalConfigInput
- Implementation:Interpretml Interpret DecisionListClassifier
- Implementation:Microsoft Onnxruntime CUDA PadAndUnflatten
- Implementation:Elevenlabs Elevenlabs python SpeechToTextWordResponseModel
- Implementation:Intel Ipex llm LangChain RAG Chain
- Implementation:EvolvingLMMs Lab Lmms eval WavCaps Utils
Heuristics
- Heuristic:Vllm project Vllm KV Cache Block Size Selection
- Heuristic:AnswerDotAI RAGatouille FAISS Vs PyTorch KMeans Indexing
- Heuristic:Spcl Graph of thoughts GoT Decompose Sort Merge Strategy
- Heuristic:Microsoft Autogen Graph Validation Rules
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:Datahub project Datahub Gradle Task Only
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
Environments
- Environment:Allenai Open instruct vLLM Inference
- Environment:Microsoft DeepSpeedExamples RLHF Training Environment
- Environment:Datajuicer Data juicer Ray Cluster Environment
- Environment:Nautechsystems Nautilus trader Databento API Credentials
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:Pyro ppl Pyro Distributed Training
- Environment:Apache Shardingsphere Calcite Federation Engine
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment
- Environment:MarketSquare Robotframework browser Node Runtime