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Principles
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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:Neuml Txtai Agent Orchestration
- Workflow:ClickHouse ClickHouse Contributing Pull Request
- Workflow:NVIDIA NeMo Aligner DPO Training
- Workflow:OpenGVLab InternVL LoRA Finetuning
- Workflow:Datahub project Datahub Protobuf Schema Ingestion
- Workflow:Openclaw Openclaw Agent Message Loop
- Workflow:Volcengine Verl Vision Language Model RL Training
- Workflow:DataExpert io Data engineer handbook Dimensional Data Modeling Environment Setup
- Workflow:Deepset ai Haystack Extractive QA Pipeline
- Workflow:ArroyoSystems Arroyo Checkpoint Recovery
Principles
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Implementations
- Implementation:FMInference FlexLLMGen DeepSpeed GEMM Test
- Implementation:HKUDS AI Trader Generate Cache For Market
- Implementation:Farama Foundation Gymnasium Tuple Space
- Implementation:Explodinggradients Ragas Experiment Decorator
- Implementation:Apache Druid Joda To Regexp
- Implementation:Hiyouga LLaMA Factory Model Patcher
- Implementation:Lm sys FastChat Optional Clean
- Implementation:Ggml org Llama cpp Batch Header
- Implementation:Puppeteer Puppeteer Browsers Main
- Implementation:Kubeflow Kubeflow Roadmap Documentation
Heuristics
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:Microsoft Semantic kernel Telemetry Log Level Configuration
- Heuristic:Deepspeedai DeepSpeed Sequence Parallel PyTorch Version
- Heuristic:Princeton nlp SimPO Hyperparameter Tuning
- Heuristic:PeterL1n BackgroundMattingV2 Mixed Precision Training
- Heuristic:Eric mitchell Direct preference optimization FSDP Mixed Precision BFloat16
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
- Heuristic:FlowiseAI Flowise Document Loader Bypass Optimization
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:NVIDIA TransformerEngine Sequence Length Alignment
Environments
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