Data Analytics – Inform Ai

Creating a Text to SQL App with OpenAI + FastAPI + SQLite

Data Analytics2 days ago4Views 0Likes 0Comments

Image by Author # Introduction Data has become an indispensable resource for any successful business, as it provides valuable insights for informed decision-making. Given the importance of data, many companies are building systems to store and analyze it. However, there are many times when it’s hard to acquire and analyze the necessary data,…

We Benchmarked DuckDB, SQLite, and Pandas on 1M Rows: Here’s What Happened

Data AnalyticsOctober 12, 20257Views 0Likes 0Comments

Image by Author # Introduction There are numerous tools for processing datasets today. They all claim — of course they do — that they’re the best and the right choice for you. But are they? There are two main requirements these tools should satisfy: they should easily perform everyday data analysis operations and…

How I Actually Use Statistics as a Data Scientist

Data AnalyticsOctober 7, 20259Views 0Likes 0Comments

Image by Ideogram # Introduction When you hear the word data science, you probably think of two words: programming and statistics. In fact, the prerequisite of learning statistics often discourages people from pursuing a career in data. It doesn't help that most data science job descriptions make it seem like you need a…

A Gentle Introduction to MCP Servers and Clients

Data AnalyticsOctober 2, 20259Views 0Likes 0Comments

Image by Editor # Introduction Model Context Protocol (MCP) is a standard that defines how artificial intelligence systems connect with the outside world. Instead of each assistant or agent requiring custom code to use a database, file store, or API, MCP gives them a shared way to talk to these resources. At a…

Building Machine Learning Application with Django

Data AnalyticsSeptember 27, 202511Views 0Likes 0Comments

Image by Author | ChatGPT Machine learning has powerful applications across various domains, but effectively deploying machine learning models in real-world scenarios often necessitates the use of a web framework. Django, a high-level web framework for Python, is particularly popular for creating scalable and secure web applications. When paired with libraries like scikit-learn,…

How To Use Synthetic Data To Build a Portfolio Project

Data AnalyticsSeptember 22, 202514Views 0Likes 0Comments

Image by Author | Canva # Introduction Finding real-world datasets can be challenging because they are often private (protected), incomplete (missing features), or expensive (behind a paywall). Synthetic datasets can solve these problems by letting you generate the data based on your project needs. Synthetic data is artificially generated information that mimics real-life…

Airtable + GPT: Prototyping a Lightweight RAG System with No-Code Tools

Data AnalyticsSeptember 17, 202522Views 0Likes 0Comments

Image by Editor | ChatGPT # Introduction Ready for a practical walkthrough with little to no code involved, depending on the approach you choose? This tutorial shows how to tie together two formidable tools — OpenAI's GPT models and the Airtable cloud-based database — to prototype a simple, toy-sized retrieval-augmented generation (RAG) system.…

Uncommon Uses of Common Python Standard Library Functions

Data AnalyticsSeptember 12, 202512Views 0Likes 0Comments

Image by Author | Ideogram # Introduction You know the basics of Python's standard library. You’ve probably used functions like zip() and groupby() to handle everyday tasks without fuss. But here's what most developers miss: these same functions can solve surprisingly “uncommon” problems in ways you've probably never considered. This article explains some…

Most Candidates Fail These SQL Concepts in Data Interviews

Data AnalyticsSeptember 7, 202515Views 0Likes 0Comments

Image by author | Canva An interviewer's job is to find the most suitable candidates for the advertised position. In doing so, they will gladly set up SQL interview questions to see if they can catch you off guard. There are several SQL concepts at which candidates often fail. Hopefully, you’ll be one of…

Creating Slick Data Dashboards with Python, Taipy & Google Sheets

Data AnalyticsSeptember 2, 202515Views 0Likes 0Comments

Image by Author | Ideogram # Introduction Data has become a vital resource for any business, as it provides a means for companies to gain valuable insights, particularly when making decisions. Without data, decisions rely solely on instinct and luck, which is not the most effective approach. However, vast amounts of raw data…