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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:Microsoft Onnxruntime Train Convert Predict
- Workflow:Alibaba MNN Model Compression
- Workflow:OpenHands OpenHands SaaS Server Assembly
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Volcengine Verl PPO Training With Reward Model
- Workflow:Ollama Ollama Model Pull And Run
- Workflow:Roboflow Rf detr Custom Dataset Finetuning
- Workflow:PrefectHQ Prefect AI Data Analyst Agent
- Workflow:FlagOpen FlagEmbedding Reranker Finetuning
- Workflow:ARISE Initiative Robosuite Environment Setup And Simulation
Principles
- Principle:Bitsandbytes foundation Bitsandbytes Blockwise Quantization
- Principle:Duckdb Duckdb Snappy Compression
- Principle:Ollama Ollama CGoBridge
- Principle:Liu00222 Open Prompt Injection Evaluation Pipeline
- Principle:Intel Ipex llm LoRA Adapter Injection QLoRA
- Principle:Astronomer Astronomer cosmos Async Operator Execution
- Principle:Risingwavelabs Risingwave Java Rust JNI Bridge
- Principle:Teamcapybara Capybara Auto Waiting
- Principle:PrefectHQ Prefect AI Approval Gate
- Principle:Microsoft Playwright Execute and Analyze Agent Results
Implementations
- Implementation:Vibrantlabsai Ragas SummarizationScore
- Implementation:Apache Paimon Factory
- Implementation:Microsoft Onnxruntime TrainingDataLoader
- Implementation:Huggingface Datasets VerificationMode
- Implementation:Spotify Luigi SparkSubmitTask Execution
- Implementation:OpenHands OpenHands GithubManager Receive Message
- Implementation:Predibase Lorax Adapter Scheduler Next Batch
- Implementation:Puppeteer Puppeteer Injected CustomQuerySelector
- Implementation:Guardrails ai Guardrails Logger
- Implementation:Apache Airflow BaseSecretsBackend
Heuristics
- Heuristic:Triton inference server Server Dynamic Batching Tuning
- Heuristic:Datahub project Datahub Docker Memory Preflight
- Heuristic:Neuml Txtai Batch Size Defaults
- Heuristic:Mlc ai Mlc llm BLAS Dispatch Decision
- Heuristic:Cypress io Cypress V8 Snapshot Memory
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:Facebookresearch Audiocraft Generation Parameter Defaults
- Heuristic:Apache Spark Warning Deprecated DStream Streaming
- Heuristic:Promptfoo Promptfoo Cache Configuration Tips
- Heuristic:Princeton nlp Tree of thought llm Value Caching
Environments
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:Arize ai Phoenix Python Runtime
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Apache Dolphinscheduler Database Backend
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:CrewAIInc CrewAI Optional Provider Dependencies