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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:Unstructured IO Unstructured Connector Ingest Pipeline
- Workflow:Deepset ai Haystack RAG Pipeline
- Workflow:Huggingface Diffusers Model Quantization
- Workflow:Iterative Dvc Remote Data Sync
- Workflow:AnswerDotAI RAGatouille Document Indexing And Search
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:Lucidrains X transformers Non Autoregressive Masked Generation
- Workflow:Princeton nlp SimPO On Policy Data Generation
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:CrewAIInc CrewAI Hierarchical Crew Execution
Principles
- Principle:Datajuicer Data juicer Dataset Loading
- Principle:Apache Druid Supervisor Health Monitoring
- Principle:Heibaiying BigData Notes HBase Connection Creation
- Principle:Huggingface Datasets Audio Feature Handling
- Principle:Microsoft Semantic kernel RAG Chat Augmentation
- Principle:Apache Airflow Configuration Resolution
- Principle:BerriAI Litellm Deployment Definition
- Principle:Huggingface Peft Adapter Injection
- Principle:SeldonIO Seldon core Pipeline Version Progression
- Principle:Apache Paimon Snapshot Management
Implementations
- Implementation:BerriAI Litellm Redact Messages
- Implementation:Sgl project Sglang CPU MoE INT4
- Implementation:PeterL1n BackgroundMattingV2 HomographicAlignment
- Implementation:Ray project Ray Deploy Jars
- Implementation:Scikit learn Scikit learn DictionaryLearning
- Implementation:Farama Foundation Gymnasium Vector RecordEpisodeStatistics
- Implementation:Lm sys FastChat Split Long Conversation
- Implementation:Datajuicer Data juicer ExtractTablesFromHtmlMapper
- Implementation:Cohere ai Cohere python StreamedChatResponse Union
- Implementation:FMInference FlexLLMGen DeepSpeed Runtime Config
Heuristics
- Heuristic:Neuml Txtai Memory Streaming Optimization
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
- Heuristic:Alibaba ROLL Reward Clipping Normalization
- Heuristic:Mbzuai oryx Awesome LLM Post training Paper Deduplication Via Dict
- Heuristic:Eric mitchell Direct preference optimization TF32 Matmul Precision
- Heuristic:Apache Airflow Variable Access Pattern
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
- Heuristic:OpenRLHF OpenRLHF Value Head ZeRO3 Init Tip
- Heuristic:Mage ai Mage ai HTTP Error Classification
Environments
- Environment:Promptfoo Promptfoo Node Runtime
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:Axolotl ai cloud Axolotl Python Runtime
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Marker Inc Korea AutoRAG Python 3 10 Runtime
- Environment:Alibaba MNN CPU Build Environment
- Environment:Tensorflow Tfjs Node Native Runtime
- Environment:OpenBMB UltraFeedback vLLM Multi GPU Environment
- Environment:CarperAI Trlx Python Accelerate
- Environment:Unslothai Unsloth CUDA BitsAndBytes