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Learnings from a Machine Learning Engineer — Part 1: The Data

Learnings from a Machine Learning Engineer — Part 1: The Data

by Dr. Owns | Feb 13, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

It is said that in order for a machine learning model to be successful, you need to have good data. While this is true (and pretty much obvious), it is extremely difficult to define, build, and sustain good data. Let me share with you the unique processes that I have...
Learnings from a Machine Learning Engineer — Part 4: The Model

Learnings from a Machine Learning Engineer — Part 4: The Model

by Dr. Owns | Feb 13, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

In this latest part of my series, I will share what I have learned on selecting a model for Image Classification and how to fine tune that model. I will also show how you can leverage the model to accelerate your labelling process, and finally how to justify your...
Learnings from a Machine Learning Engineer — Part 2: The Data Sets

Learnings from a Machine Learning Engineer — Part 2: The Data Sets

by Dr. Owns | Feb 13, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

In Part 1, we discussed the importance of collecting good image data and assigning proper labels for your Image Classification project to be successful. Also, we talked about classes and sub-classes of your data. These may seem pretty straight forward concepts, but...
Should Data Scientists Care About Quantum Computing?

Should Data Scientists Care About Quantum Computing?

by Dr. Owns | Feb 12, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

I am sure the quantum hype has reached every person in tech (and outside it, most probably). With some over-the-top claims, like “some company has proved quantum supremacy,” “the quantum revolution is here,” or my favorite, “quantum computers are here, and it will...
Method of Moments Estimation with Python Code

Method of Moments Estimation with Python Code

by Dr. Owns | Feb 12, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Let’s say you are in a customer care center, and you would like to know the probability distribution of the number of calls per minute, or in other words, you want to answer the question: what is the probability of receiving zero, one, two, … etc., calls per minute?...
How to Measure the Reliability of a Large Language Model’s Response

How to Measure the Reliability of a Large Language Model’s Response

by Dr. Owns | Feb 12, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

The basic principle of Large Language Models (LLMs) is very simple: to predict the next word (or token) in a sequence of words based on statistical patterns in their training data. However, this seemingly simple capability turns out to be incredibly sophisticated when...
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