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AI Development vs Software Engineering: Key Differences Explained

AI Development vs Software Engineering: Key Differences Explained

by Dr. Owns | Jan 31, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Why Treating AI Projects Like Traditional Software Development Limits Your Team’s Potential for SuccessHaving worked in and led many Artificial Intelligence (AI) and software engineering teams, I’ve noticed major misunderstandings about how these teams work, in...
Stop Creating Bad DAGs — Optimize Your Airflow Environment By Improving Your Python Code

Stop Creating Bad DAGs — Optimize Your Airflow Environment By Improving Your Python Code

by Dr. Owns | Jan 30, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Stop Creating Bad DAGs — Optimize Your Airflow Environment By Improving Your Python CodeValuable tips to reduce your DAGs’ parse time and save resources.Photo by Dan Roizer on UnsplashApache Airflow is one of the most popular orchestration tools in the data field,...
Data Pruning MNIST: How I Hit 99% Accuracy Using Half the Data

Data Pruning MNIST: How I Hit 99% Accuracy Using Half the Data

by Dr. Owns | Jan 30, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Building more efficient AITLDR: Data-centric AI can create more efficient and accurate models. I experimented with data pruning on MNIST¹ to classify handwritten digits.Best runs for “furthest-from-centroid” selection compared to full dataset. Image by author.What if...
Actually, Being a Data Scientist is Awesome

Actually, Being a Data Scientist is Awesome

by Dr. Owns | Jan 30, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Don’t let the doom and gloom get to youContinue reading on Towards Data Science » ​Don’t let the doom and gloom get to youContinue reading on Towards Data Science »  machine-learning, data-science, office-hours, data-scientist, career-transitions Towards Data Science...
Navigating Data Science Content: Recognizing Common Pitfalls, Part 1

Navigating Data Science Content: Recognizing Common Pitfalls, Part 1

by Dr. Owns | Jan 30, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Uncovering and correcting misconceptions in online data science content to help you learn more effectivelyContinue reading on Towards Data Science » ​Uncovering and correcting misconceptions in online data science content to help you learn more effectivelyContinue...
4 Things I Learned Building a Data Platform using a Medallion Architecture in the Last 4 Years

4 Things I Learned Building a Data Platform using a Medallion Architecture in the Last 4 Years

by Dr. Owns | Jan 30, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

4 Things I Learned Building a Data Platform using Medallion Architecture in the Last 4 YearsLessons learned from a data platform in a production environmentPhoto by Unsplash+ Community on UnsplashThis month, I celebrated four years of working on a big data platform...
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