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Artificial Intelligence, Machine Learning, Deep Learning, and Generative AI — Clearly Explained

. Machine Learning and Deep Learning are mentioned just as often. And now, Generative AI seems to dominate nearly every technology conversation. For a lot of professionals outside the AI field, this vocabulary will be confusing....

The Machine Learning “Advent Calendar” Day 3: GNB, LDA and QDA in Excel

working with k-NN (k-NN regressor and k-NN classifier), we all know that the k-NN approach could be very naive. It keeps your entire training dataset in memory, relies on raw distances, and doesn't...

The Machine Learning “Advent Calendar” Day 6: Decision Tree Regressor

5 days of this Machine Learning “Advent Calendar”, we explored 5 models (or algorithms) which are all based on distances (local Euclidean distance, or global Mahalanobis distance). So it's time to change the approach,...

The Machine Learning “Advent Calendar” Day 5: GMM in Excel

Within the previous article, we explored distance-based clustering with K-Means. further: to enhance how the gap could be measured we add variance, with the intention to get the Mahalanobis distance. So, if k-Means is the...

The Machine Learning “Advent Calendar” Day 4: k-Means in Excel

4 of the Machine Learning Advent Calendar. Through the first three days, we explored distance-based models for supervised learning: In all these models, the thought was the identical: we measure distances, and we resolve the...

The Machine Learning “Advent Calendar” Day 2: k-NN Classifier in Excel

the k-NN Regressor and the thought of prediction based on distance, we now take a look at the k-NN Classifier. The principle is identical, but classification allows us to introduce several useful variants, reminiscent...

The Machine Learning “Advent Calendar” Day 1: k-NN Regressor in Excel

to this “Advent Calendar” of Machine learning and deep learning in Excel. For Day 1, we start with the k-NN (k-Nearest Neighbors) regressor algorithm. And as you will notice, this is absolutely the best...

The Machine Learning and Deep Learning “Advent Calendar” Series: The Blueprint

, it is rather easy to coach any model. And the training process is at all times done with the seemingly same method fit. So we get used to this concept that training any...

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