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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:Recommenders team Recommenders SAR Collaborative Filtering
- Workflow:CARLA simulator Carla Building from Source
- Workflow:Openai Openai node Realtime Conversation
- Workflow:FlowiseAI Flowise Chatflow Creation
- Workflow:Teamcapybara Capybara Element Finding And Interaction
- Workflow:Apache Spark Building and Testing
- Workflow:Puppeteer Puppeteer Cross Browser Automation
- Workflow:Google deepmind Dm control Manipulation Task Setup
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:TobikoData Sqlmesh Model development and testing
Principles
- Principle:Triton inference server Server Ensemble Pipeline Testing
- Principle:Vibrantlabsai Ragas Evaluation Dataset Preparation
- Principle:Confident ai Deepeval Trace Configuration
- Principle:TobikoData Sqlmesh Project Loading And Validation
- Principle:Sktime Pytorch forecasting TimeXer Architecture
- Principle:Open compass VLMEvalKit Generate Inner Interface
- Principle:Apache Flink File Commit Finalization
- Principle:Zai org CogVideo I2V Video Export
- Principle:Apache Flink Bucket Data Writing
- Principle:Ggml org Llama cpp Conversion Quality Verification
Implementations
- Implementation:Astronomer Astronomer cosmos Aws Eks Operators
- Implementation:Mlc ai Mlc llm Metrics Header
- Implementation:Puppeteer Puppeteer Disposable
- Implementation:Huggingface Transformers Fetch Hub Objects For CI
- Implementation:Apache Shardingsphere PersistRepository SPI
- Implementation:Scikit learn Scikit learn SupervisedClusterMetrics
- Implementation:Huggingface Datatrove LanguageIdentifier
- Implementation:Avhz RustQuant HoLee
- Implementation:Google deepmind Mujoco Engine Ray
- Implementation:Microsoft Autogen Studio Render Message
Heuristics
- Heuristic:MarketSquare Robotframework browser Windows Shell NPM Workaround
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
- Heuristic:ContextualAI HALOs Reference Logprob Caching
- Heuristic:Openai Openai python Retry Backoff Strategy
- Heuristic:Huggingface Alignment handbook QLoRA Learning Rate Scaling
- Heuristic:Helicone Helicone Tiered Pricing Threshold Matching
- Heuristic:InternLM Lmdeploy Backend Selection Strategy
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
- Heuristic:Mlfoundations Open flamingo Hungarian MMC4 Image Text Matching
Environments
- Environment:Apache Flink Python PyFlink Environment
- Environment:Apache Flink Java Build Environment
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:NVIDIA DALI CUDA GPU Environment
- Environment:Unslothai Unsloth CUDA VLLM
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Openai Openai agents python Voice Dependencies