mindmap
  ((**AI Toolkit**))
    id(**Code Development**)
      Visual Studio Code
      Jupyter Notebooks
    id(**Data Analysis Platforms**)
      KNIME
      OpenRefine
      Orange
    id(**Machine Learning <br/> Deep Learning**)
      Scikit-Learn
      PyTorch
      Tensorflow
    id(**Natural Language Processing <br/> NLP**)
      SpaCy
      NLTK
    id(**Geospatial Analysis**)
      QGIS
    id(**Databases**)
      Duckdb
    id(**Data Visualization**)
      Data-to-Viz
      Google Looker Studio 
      PowerBI
      Plotly
      Shiny
      Tableau
    id(**Generating Ideas**)
      ChatGPT
      Claude
      Open Source LLMs
         UArizona AI Verde
      Gemini
      Google Notebook
      Perplexity AI
    id(**Collaborative Research <br/> #38; Information Gathering**)
      Elicit
      Research Rabbit
      SciSpace
      Scite
      Semantic Search
    id(**Project Documentation**)
      GitHub Pages
      Google Docs
      Notion
    id(**Brainstorming <br/> #38; Mind Mapping**)
      NotebookLM
      Miro
      MindMeister

• Connected Papers. Connected papers, a web-based AI tool that helps researchers explore and discover academic papers in their field of interest.
• Elicit. Elicit AI is a free tool developed by Ought that helps researchers with various aspects of the research process, particularly literature reviews.
• Perplexity. Perplexity AI is an artificial intelligence-powered search engine that aims to provide users with comprehensive and accurate answers to their questions. It
• Research Rabbit. ResearchRabbit is a free, AI-powered online platform that helps researchers map and explore the literature in their field.
• SciSpace. SciSpace is an AI-powered research platform designed to help academics efficiently navigate scholarly literature.
• Scite. Scite is an AI-powered research platform that helps users understand and evaluate research articles by providing context and classification for citations.

• Open AI ChatGPT. ChatGPT is a large language model chatbot created by OpenAI that can engage in human-like conversations and generate text based on various prompts. It powers Microsoft Copilot.
• Gemini. Google Gemini is a large language model (LLM) and multimodal AI assistant that can be accessed through a chatbot interface.
• Google NotebookLM. NotebookLM (Google NotebookLM) is a research and note-taking online tool developed by Google Labs that uses artificial intelligence (AI), specifically Google Gemini, to assist users in interacting with their documents.
• Google AI Studio. Google AI Studio is a free, browser-based Integrated Development Environment (IDE) that allows users to experiment with and prototype applications using Google's Gemini family of generative AI models.
• Claude. Claude AI is a large language model (LLM) and AI chatbot developed by Anthropic that excels at natural language processing (NLP).
• U of Arizona AI Verde. Local LLMs.
• Chatbox. Chatbox software is a user interface, typically a pop-up window or widget on a website or application, that facilitates communication between a user and either a live agent (human) or a chatbot (AI-powered). Requires an API.

General Reference: Generative AI & Prompt Engineering

• Visual Studio Code (VS Code). Visual Studio Code is a free, cross-platform code editor developed by Microsoft.
• Jupyter Notebooks. A Jupyter Notebook is a web-based interactive computing environment that allows users to create and share documents containing live code, equations, visualizations, and narrative text.

• KNIME. KNIME (Konstanz Information Miner) is a free and open-source data analytics platform that allows users to build data science workflows without extensive coding skills.
• OpenRefine. OpenRefine is a free, open-source software tool that cleans, transforms, and enriches data, especially when dealing with messy or incomplete datasets.
• Orange Data Mining. Orange is a visual programming toolkit that facilitates data visualization, machine learning, and data analysis.

• DuckDB. DuckDB is a high-performance, embedded, in-process, OLAP (Online Analytical Processing) relational database management system (RDBMS) that is designed for data analysis.

• Data.gov
• Dataset Search Google
• Kaggle Datasets
• Papers with code Datasets
• University of California at Irvine

• A synthetic healthcare dataset
• Global.health
• Synthea: Synthetic Patient Generator | (GitHub)

• Data-to-Viz.com. From Data to Viz leads you to the most appropriate graph for your data. It links to the code to build it and lists common caveats you should avoid.
• Exploratory. Exploratory’s Simple UI experience makes it possible for anyone to use Data Science to explore data quickly, discover deeper insights, and communicate effectively.
• Tableau. Tableau is a visual analytics platform and business intelligence (BI) software that helps users visualize, analyze, and share data.
• PowerBI. Power BI is a suite of business analytics services and software from Microsoft designed to help users visualize and analyze data to gain insights and make informed decisions.
• Shiny. A Shiny app is an interactive web application built using the Shiny framework, which is part of the R programming language.
• plotly. Plotly provides online graphing, analytics, and statistics tools for individuals and collaboration, as well as scientific graphing libraries for Python, R, MATLAB, Julia, and others.
• Google Looker Studio. Looker Studio is a free, web-based data visualization and reporting tool from Google Cloud that allows users to create interactive dashboards and reports from various data sources.

• Gradio. Gradio is a Python library that simplifies building interactive web applications, particularly for machine learning demos and applications.
• Streamlit. Streamlit is an open-source Python library that makes it easy to build and share interactive, data-rich web apps.

• QGIS. QGIS (formerly Quantum GIS) is a free and open-source Geographic Information System (GIS) software that allows users to create, analyze, and manage spatial data.

• Scikit-Learn. Scikit-learn is a free and open-source machine learning library for the [Python](https://en.wikipedia.org/wiki/Python_(programming_language) programming language.
• PyTorch. PyTorch is an open-source machine learning framework based on the Torch library, primarily developed by Meta AI. It is used for applications such as computer vision and natural language processing.
• Tensorflow. TensorFlow is a software library for machine learning and artificial intelligence. It can be used across a range of tasks, but is used mainly for training and inference of neural networks. It is one of the most popular deep learning frameworks, alongside others such as PyTorch.

• spaCy. spaCy is a free, open-source library for advanced Natural Language Processing (NLP) in Python.
• NLTK. NLTK (Natural Language Toolkit) is a leading Python library for working with human language data.

Created: 04/29/2025 (C. Lizárraga)

Updated: 05/17/2025 (C. Lizárraga)

DataLab, Data Science Institute, University of Arizona.

CC BY-NC-SA 4.0