(or 2010s to be more precise) big-data boom brought the emergence of specialization in data roles. What used to be solely described as “Business Intelligence Engineer” was further broken down into Business Intelligence Engineers/Analysts, Data Engineers/Analysts, Data Scientists etc. The reason for this? The abundance of data, and the multidisciplinary responsibilities that come with it, …

The Generalist: The New All-Around Type of Data Professional? Read More »

Image by Editor | ChatGPT   Contents# Introduction# 1. Predicting Titanic Survival# 2. Predicting Stock Prices# 3. Building an Email Spam Classifier# 4. Recognizing Handwritten Digits# 5. Building a Movie Recommendation System# 6. Predicting Customer Churn# 7. Detecting Faces in Images# Conclusion # Introduction  Machine learning is one of the most transformative technologies of our time, driving innovation in everything from healthcare and finance to …

7 Beginner Machine Learning Projects To Complete This Weekend Read More »

of this series [1], [2], and [3], we have observed: interpretation of multiplication of a matrix by a vector, the physical meaning of matrix-matrix multiplication, the behavior of several special-type matrices, and visualization of matrix transpose. In this story, I want to share my perspective on what lies beneath matrix inversion, why different formulas related …

Understanding Matrices | Part 4: Matrix Inverse Read More »

Image by Author   Data science projects are notorious for their complex dependencies, version conflicts, and “it works on my machine” problems. One day your model runs perfectly on your local setup, and the next day a colleague can’t reproduce your results because they have different Python versions, missing libraries, or incompatible system configurations. This …

5 Simple Steps to Mastering Docker for Data Science Read More »

, Hangman was a really fun game in our home. We would grab a pen and paper and take turns choosing words for the other to guess. Today, it is used in classroom settings to help kids practice their spellings, understand strategic decision making by choosing vowels first, and brainstorm possible words from hints. In …

Implementing the Hangman Game in Python Read More »

Image by Author | ChatGPT   Working with data is everywhere now, from small apps to huge systems. But handling data quickly and safely isn’t always easy. That’s where Rust comes in. Rust is a programming language built for speed and safety. It’s great for building tools that need to process large amounts of data …

Vibe Coding High-Performance Data Tools in Rust Read More »

Today in the Gemini app, we’re unveiling a new image editing model from Google DeepMind. People have been going bananas over it already in early previews — it’s the top-rated image editing model in the world. Now, we’re excited to share that it’s integrated into the Gemini app so you have more control than ever …

Google announces native image editing in Gemini app Read More »

post after a while, and I want to start with something that bit me early on. When I was building and shipping my first Generative AI product, I did what most of us do. I hard-coded the prompts. It worked until it didn’t. Every time I wanted to tweak the tone, improve the wording, or fix a …

Why Your Prompts Don’t Belong in Git Read More »

Image by Author | Ideogram   Contents# Introduction# The Hidden Complexity of “Simple” Data Engineering Tasks# Workflow 1: Automated Data Quality Monitoring# Workflow 2: Dynamic Pipeline Orchestration# Workflow 3: Automatic Report Generation# Getting Started Without Overwhelming Yourself# Common Pitfalls and How to Avoid Them# Conclusion # Introduction  A few hours into your work day as a data engineer, and you’re already drowning in routine …

Shortcuts for the Long Run: Automated Workflows for Aspiring Data Engineers Read More »

According to a technical paper from Google, accompanied by a blog post on their website, the estimated energy consumption of “the median Gemini Apps text prompt” is 0.24 watt-hours (Wh). The water consumption is 0.26 milliliters which is about five drops of water according to the blog post, and the carbon footprint is 0.03 gCO2e. …

Is Google’s Reveal of Gemini’s Impact Progress or Greenwashing? Read More »