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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:Vespa engine Vespa Config subscription lifecycle
- Workflow:Diagram of thought Diagram of thought DoT Iterative Reasoning
- Workflow:Gretelai Gretel synthetics DGAN Timeseries Generation
- Workflow:Langchain ai Langgraph CLI Deployment
- Workflow:Langgenius Dify Plugin Management
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:Intel Ipex llm RAG With LangChain
- Workflow:Princeton nlp SimPO SimPO Training
- Workflow:Iterative Dvc Plot Visualization
- Workflow:Hiyouga LLaMA Factory Model Inference and Serving
Principles
- Principle:Openclaw Openclaw Access Policy Configuration
- Principle:EvolvingLMMs Lab Lmms eval MCP Tool Integration
- Principle:Huggingface Datasets Spark Import
- Principle:Openai Openai python Image Generation
- Principle:Microsoft Semantic kernel Streaming Response
- Principle:Tensorflow Tfjs Task Head Construction
- Principle:Haosulab ManiSkill Multi Agent Pattern
- Principle:Elevenlabs Elevenlabs python Voice Selection
- Principle:DataTalksClub Data engineering zoomcamp Dbt Intermediate Layer
- Principle:PacktPublishing LLM Engineers Handbook Batch Inference Generation
Implementations
- Implementation:Vespa engine Vespa ConfigSubscriber Subscribe
- Implementation:DataExpert io Data engineer handbook GetLocation UDF
- Implementation:Princeton nlp Tree of thought llm Prompt Templates
- Implementation:Run llama Llama index SimpleDirectoryReader Load Data
- Implementation:Intel Ipex llm GaLore Finetuning
- Implementation:CARLA simulator Carla RawData
- Implementation:PacktPublishing LLM Engineers Handbook FastLanguageModel For Inference
- Implementation:Huggingface Transformers BenchmarkConfig
- Implementation:Datahub project Datahub S3EmitterConfig
- Implementation:Sdv dev SDV Get Cardinality Plot
Heuristics
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Marker Inc Korea AutoRAG Empty Result Fallback
- Heuristic:Togethercomputer Together python Retry Backoff Strategy
- Heuristic:Tencent Ncnn Letterbox Vs Direct Resize
- Heuristic:Mlfoundations Open flamingo Hungarian MMC4 Image Text Matching
- Heuristic:OpenBMB UltraFeedback GPU Memory Utilization
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
- Heuristic:Mlc ai Web llm KV Cache Window Configuration
- Heuristic:Deepset ai Haystack Document Splitting Defaults
Environments
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:Eric mitchell Direct preference optimization Python Dependencies
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:Ray project Ray Python Runtime Environment
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Volcengine Verl Megatron Core Environment
- Environment:Huggingface Optimum Python Core Dependencies