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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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|---|---|---|
| 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:Groq Groq python Text Embedding
- Workflow:OpenRLHF OpenRLHF Iterative DPO
- Workflow:InternLM Lmdeploy LLM API Server Deployment
- Workflow:Facebookresearch Habitat lab Agent Benchmarking
- Workflow:Ray project Ray Actor Lifecycle Management
- Workflow:Explodinggradients Ragas RAG Evaluation
- Workflow:Triton inference server Server Custom Container Build
- Workflow:Infiniflow Ragflow Search Application Setup
- Workflow:Nautechsystems Nautilus trader Live trading deployment
- Workflow:Microsoft Playwright Codegen test recording
Principles
- Principle:Promptfoo Promptfoo Telemetry Collection
- Principle:Avhz RustQuant Monte Carlo Option Pricing
- Principle:Spotify Luigi Cloud Data Targets
- Principle:OWASP Www project top 10 for large language model applications Style Guide Conformance
- Principle:Apache Hudi Schema Change Planning
- Principle:Puppeteer Puppeteer Page Creation
- Principle:Alibaba MNN Model Inspection
- Principle:Microsoft Onnxruntime Distributed Runtime Initialization
- Principle:AUTOMATIC1111 Stable diffusion webui Network loading
- Principle:Volcengine Verl Multimodal Rollout Generation
Implementations
- Implementation:ARISE Initiative Robomimic Rollout
- Implementation:Truera Trulens RecordInfo Component
- Implementation:Apache Druid SampleForParser
- Implementation:Apache Airflow Provider Release Tooling
- Implementation:Hiyouga LLaMA Factory WebUI Locales
- Implementation:FlowiseAI Flowise ChatPopUp
- Implementation:ChenghaoMou Text dedup Evaluate Predictions
- Implementation:Pyro ppl Pyro MCMC Sampler
- Implementation:Openai Openai python Response Completed Webhook
- Implementation:Vespa engine Vespa Vespa Logctl
Heuristics
- Heuristic:Kserve Kserve Prefix Cache Consistency
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
- Heuristic:Mlfoundations Open flamingo RICES Feature Caching
- Heuristic:Apache Dolphinscheduler Gzip Compression Threshold
- Heuristic:Protectai Llm guard Lazy Scanner Loading
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:ContextualAI HALOs LoRA Merge At Save
- Heuristic:PrefectHQ Prefect SQLite Performance Tuning
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:Pyro ppl Pyro Gradient Variance Reduction
Environments
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:Roboflow Rf detr Roboflow Deployment Credentials
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:Huggingface Datasets Search Dependencies
- Environment:Alibaba MNN GPU Metal Environment
- Environment:LLMBook zh LLMBook zh github io Data Processing Environment
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend