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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:Princeton nlp SimPO SimPO Training
- Workflow:Astronomer Astronomer cosmos TaskGroup dbt integration
- Workflow:Lucidrains X transformers Encoder Decoder Sequence to Sequence
- Workflow:AnswerDotAI RAGatouille In Memory Retrieval
- Workflow:Googleapis Python genai Image Generation Pipeline
- Workflow:FlowiseAI Flowise Chatflow Creation
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:TA Lib Ta lib python Basic Indicator Computation
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Prompt Syntax
- Principle:NVIDIA NeMo Aligner Reward Model Architecture Selection
- Principle:Openai Evals Eval Progress Tracking
- Principle:ARISE Initiative Robosuite Gripper Control Abstraction
- Principle:Interpretml Interpret SHAP Kernel Explanation
- Principle:Ucbepic Docetl Entity Link Resolution
- Principle:DistrictDataLabs Yellowbrick Feature Dropping Analysis
- Principle:Datahub project Datahub Client Resource Cleanup
- Principle:Kornia Kornia ONNX Model Loading
- Principle:Bigscience workshop Petals Inference Session Management
Implementations
- Implementation:Langchain ai Langgraph Langgraph Build Command
- Implementation:Run llama Llama index IngestionPipeline Run
- Implementation:Microsoft Onnxruntime CPU LSTM Forward
- Implementation:FlowiseAI Flowise EvaluatorConstant
- Implementation:Facebookresearch Habitat lab AppStateTutorial
- Implementation:AUTOMATIC1111 Stable diffusion webui Restore faces
- Implementation:Tencent Ncnn Extractor Input And Extract
- Implementation:Speechbrain Speechbrain InterpreterBrain
- Implementation:Openai Openai agents python Tool Input Guardrail Decorator
- Implementation:Run llama Llama index QueryPlanTool
Heuristics
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:Explodinggradients Ragas Failed Metrics Return NaN
- Heuristic:Facebookresearch Habitat lab Force Single Threaded PyTorch
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
- Heuristic:Fede1024 Rust rdkafka Regular Polling Required
- Heuristic:Langgenius Dify Celery Queue Separation
- Heuristic:OpenGVLab InternVL LoRA Alpha Scaling
- Heuristic:Openai Openai node Warning Deprecated Beta Realtime
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
Environments
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:Apache Airflow Development Contributor Environment
- Environment:Volcengine Verl CUDA GPU Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib
- Environment:Lakeraai Pint benchmark Python 310 With Pandas