Archive - Hands on Data Visualization, Data Science, AI and Python

AI for BI and Multi-Agent apps with OpenAI's Swarm

Generative AI can easily analyse data and create charts we develop a simple BI program. We also take a look at how to create multi-agent apps with…

Nov 17

October 2024

September 2024

AI Agents vs. AI Pipelines - A Practical Guide to Coding Your LLM Application

We use CrewAI to create apps that demonstrate how to choose the right architecture for your LLM application

Sep 26

Multi-page Data Science apps with Taipy and logically challenged LLMs

Two articles: one practical hands-on tutorial for creating multi-page apps with the Taipy framework and a report on how LLMs are not as good at solving…

Sep 10

How to Construct a Multipage Data Science Web App in Python with Taipy

Taipy supports easy navigation between pages in Python web apps — we create a simple CO2 emissions app

Sep 10

Do LLMs Exhibit the Dunning-Kruger Effect

A recent experiment shows that LLMs are not good at solving complex logical problems like Cheryl's Birthday — but they think they are

Sep 10

July 2024

Anthropic Claude 3.5: A More Powerful but Cheaper LLM

We look at Anthropic’s new Claude 3.5 Sonnet LLM, explore the API and create a simple Streamlit chatbot

Jul 9

June 2024

How to Build a ReAct AI Agent with Claude 3.5 and Python

We present a Reason+Act agent that iteratively reasons and gathers information from external tools before providing an answer.

Jun 29

An Interactive Data Dashboard in Pure Python with Taipy

Taipy is an innovative framework designed to simplify the creation of interactive and visually engaging data science applications

Jun 22

Beware of Algorithmically Generated Scales in Heat Maps

Automatically adjusted scales can be misleading. We examine issues and how we can resolve them.

Jun 15

From Data to Visualization with the OpenAI Assistants API and GPT-4o

We explore the Code Completion tool from OpenAI’s Assistants API to create visualizations directly from data

Jun 12

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