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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:Mistralai Client python GCP Chat Completion
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:Openai Openai python Audio Processing
- Workflow:Explodinggradients Ragas Test Data Generation
- Workflow:Cypress io Cypress Component Test Execution
- Workflow:Eric mitchell Direct preference optimization Custom Dataset Integration
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:ArroyoSystems Arroyo Connection Setup
- Workflow:Groq Groq python Batch Processing
- Workflow:Heibaiying BigData Notes Hadoop MapReduce Word Count
Principles
- Principle:SeldonIO Seldon core Multi Modal Pipeline Composition
- Principle:Apache Spark K8s Container Lifecycle
- Principle:Microsoft Autogen Tool Augmented Agent
- Principle:Farama Foundation Gymnasium Vectorized Environment Creation
- Principle:Apache Spark Standalone Job Submission
- Principle:Anthropics Anthropic sdk python Beta Type System
- Principle:Pyro ppl Pyro Neural Transport
- Principle:Lance format Lance Hybrid Search Composition
- Principle:Huggingface Datasets SQL Export
- Principle:Microsoft BIPIA Tokenizer And Model Preparation
Implementations
- Implementation:ClickHouse ClickHouse Poco JSON Template
- Implementation:Langchain ai Langgraph RemoteGraph Init
- Implementation:CARLA simulator Carla MapData
- Implementation:Online ml River Active Base
- Implementation:Onnx Onnx Update Model Dims
- Implementation:Openai Openai python Embedding Create Params
- Implementation:SeleniumHQ Selenium WebDriver Quit
- Implementation:Facebookresearch Audiocraft MAGNeT get pretrained
- Implementation:DataExpert io Data engineer handbook Statsig Initialize
- Implementation:Kornia Kornia Conftest
Heuristics
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:Fede1024 Rust rdkafka Librdkafka Debug Logging
- Heuristic:Ggml org Ggml Gradient Accumulation Batch Sizing
- Heuristic:Langgenius Dify Credential Sanitization In API Responses
- Heuristic:Haosulab ManiSkill Rendering Memory Optimization
- Heuristic:Openai Whisper No Speech Detection
- Heuristic:Mlflow Mlflow Batch Logging Size Limits
- Heuristic:Open compass VLMEvalKit Judge Model Selection By Dataset
- Heuristic:SqueezeAILab ETS Embedding Model GPU Collocation
- Heuristic:ContextualAI HALOs Online Round Budgeting
Environments
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:Openai Whisper Numba
- Environment:CarperAI Trlx Python Accelerate
- Environment:Vllm project Vllm AMD ROCm
- Environment:Sail sg LongSpec Inference Environment
- Environment:Microsoft Playwright Browser Binaries Environment