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1,118
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:Interpretml Interpret Model Explanation And Visualization
- Workflow:Avhz RustQuant Analytic Option Pricing
- Workflow:DataTalksClub Data engineering zoomcamp Kestra ETL Pipeline
- Workflow:Truera Trulens RAG With Guardrails
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:Explodinggradients Ragas Prompt Evaluation And Iteration
- Workflow:NVIDIA DALI Image Classification Training PyTorch
- Workflow:Openai Openai python Audio Processing
- Workflow:Getgauge Taiko Form Interaction Testing
- Workflow:BerriAI Litellm Fine Tuning Job
Principles
- Principle:Alibaba ROLL SFT Dataset Preparation
- Principle:Tensorflow Serving Session Safety
- Principle:Unslothai Unsloth RL Model Loading
- Principle:Mlc ai Mlc llm Streaming Response Processing
- Principle:NVIDIA DALI Execution Mode Selection
- Principle:FlowiseAI Flowise Subscription Management
- Principle:Ggml org Ggml CPU Feature Detection
- Principle:Langgenius Dify Tool Integration
- Principle:LaurentMazare Tch rs Convolutional Layer
- Principle:ArroyoSystems Arroyo SQL Table Integration
Implementations
- Implementation:Haotian liu LLaVA Process Images
- Implementation:Langchain ai Langchain Runnable Astream Events
- Implementation:Explodinggradients Ragas CacheInterface And DiskCacheBackend
- Implementation:Eventual Inc Daft Read Huggingface
- Implementation:Microsoft Playwright Playwright Install CLI
- Implementation:SeleniumHQ Selenium VirtualAuthenticator
- Implementation:Microsoft Autogen Studio Tool Fields
- Implementation:Langchain ai Langchain Pyproject Version Edit
- Implementation:Astronomer Astronomer cosmos RenderConfig Init
- Implementation:NVIDIA TransformerEngine JAX Cpp Attention
Heuristics
- Heuristic:Iamhankai Forest of Thought Self Correction Confidence Threshold
- Heuristic:Truera Trulens Feedback Score Thresholds
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
- Heuristic:CARLA simulator Carla Walker Spawn Vertical Offset
- Heuristic:Unstructured IO Unstructured Libmagic Filetype Accuracy
- Heuristic:Zai org CogVideo LoRA Configuration Tips
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:ARISE Initiative Robomimic HDF5 Cache Mode Selection
- Heuristic:Intel Ipex llm Llama Padding Token Workaround
- Heuristic:Bigscience workshop Petals Batch Splitting Threshold
Environments
- Environment:Tencent Ncnn PyTorch Environment
- Environment:Marker Inc Korea AutoRAG API Keys Configuration
- Environment:OpenBMB UltraFeedback vLLM Multi GPU Environment
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:Obss Sahi Python Pycocotools
- Environment:Vibrantlabsai Ragas LLM Provider Credentials
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Vllm project Vllm Distributed
- Environment:SeldonIO Seldon core Docker Compose Local Environment