Name: Towards AI Legal Name: Towards AI, Inc. Description: Towards AI is the world's leading artificial intelligence (AI) and technology publication. Read by thought-leaders and decision-makers around the world. Phone Number: +1-650-246-9381 Email: pub@towardsai.net
228 Park Avenue South New York, NY 10003 United States
Website: Publisher: https://towardsai.net/#publisher Diversity Policy: https://towardsai.net/about Ethics Policy: https://towardsai.net/about Masthead: https://towardsai.net/about
Name: Towards AI Legal Name: Towards AI, Inc. Description: Towards AI is the world's leading artificial intelligence (AI) and technology publication. Founders: Roberto Iriondo, , Job Title: Co-founder and Advisor Works for: Towards AI, Inc. Follow Roberto: X, LinkedIn, GitHub, Google Scholar, Towards AI Profile, Medium, ML@CMU, FreeCodeCamp, Crunchbase, Bloomberg, Roberto Iriondo, Generative AI Lab, Generative AI Lab VeloxTrend Ultrarix Capital Partners Denis Piffaretti, Job Title: Co-founder Works for: Towards AI, Inc. Louie Peters, Job Title: Co-founder Works for: Towards AI, Inc. Louis-François Bouchard, Job Title: Co-founder Works for: Towards AI, Inc. Cover:
Towards AI Cover
Logo:
Towards AI Logo
Areas Served: Worldwide Alternate Name: Towards AI, Inc. Alternate Name: Towards AI Co. Alternate Name: towards ai Alternate Name: towardsai Alternate Name: towards.ai Alternate Name: tai Alternate Name: toward ai Alternate Name: toward.ai Alternate Name: Towards AI, Inc. Alternate Name: towardsai.net Alternate Name: pub.towardsai.net
5 stars – based on 497 reviews

Frequently Used, Contextual References

TODO: Remember to copy unique IDs whenever it needs used. i.e., URL: 304b2e42315e

Resources

Our 15 AI experts built the most comprehensive, practical, 90+ lesson courses to master AI Engineering - we have pathways for any experience at Towards AI Academy. Cohorts still open - use COHORT10 for 10% off.

Publication

Simple GPT-4 Prompting For An Awesome Animated Streamlit App
Data Visualization   Latest   Machine Learning

Simple GPT-4 Prompting For An Awesome Animated Streamlit App

Last Updated on December 18, 2024 by Editorial Team

Author(s): John Loewen, PhD

Originally published on Towards AI.

Visualizing alarming UNHCR displacement trends with PythonSimple GPT-4 Prompting For An Awesome Animated Streamlit App

This member-only story is on us. Upgrade to access all of Medium.

Python Streamlit is an awesome framework for creating interactive web interfaces — and GPT-4 can whip up working Streamlit code in a flash.

Combine this with Python Plotly for your data visualizations and you’ve got beautiful maps and charts that can be animated with Streamlit tools.

Like me, most of you need proof, so let me show you how.

The UNHCR refugee dataset contains recently updated data on global displacement.

Let’s get GPT-4 to help us visualize this through a custom Choropleth map and line chart animation. And let’s do it modularly.

The UN data sets on the displacement of people are well maintained and current. We can see a current representation of displacement HERE.

With the broadest of strokes, we can clearly see that the numbers on human displacement are trending upwards at quite an alarming rate.

We can find the raw data to download HERE.

For the purpose of this exercise, I have chosen 20 years of data (2004–2024) by country (for more detailed analysis).

Your spreadsheet filen should look similar to the following structure:

After you download the spreadsheet from the UNHCR site, you need to remove the excess rows from the top and you can… Read the full blog for free on Medium.

Join thousands of data leaders on the AI newsletter. Join over 80,000 subscribers and keep up to date with the latest developments in AI. From research to projects and ideas. If you are building an AI startup, an AI-related product, or a service, we invite you to consider becoming a sponsor.

Published via Towards AI


Take our 90+ lesson From Beginner to Advanced LLM Developer Certification: From choosing a project to deploying a working product this is the most comprehensive and practical LLM course out there!

Towards AI has published Building LLMs for Production—our 470+ page guide to mastering LLMs with practical projects and expert insights!


Discover Your Dream AI Career at Towards AI Jobs

Towards AI has built a jobs board tailored specifically to Machine Learning and Data Science Jobs and Skills. Our software searches for live AI jobs each hour, labels and categorises them and makes them easily searchable. Explore over 40,000 live jobs today with Towards AI Jobs!

Note: Content contains the views of the contributing authors and not Towards AI.