List: Machine Learning from Scratch | Curated by Albers Uzila

Albers Uzila

Oct 17, 2023

8 stories

28 saves

Machine Learning from Scratch

Learn how classical machine learning and deep learning models work and how they optimize their parameters

Towards Data Science

Albers Uzila

Linear Regression, Logistic Regression, and SVM in 10 Minutes

How does linear regression relate to logistic regression and Support Vector Machine?

Jun 22, 2022

Linear Regression, Logistic Regression, and SVM in 10 Minutes

Jun 22, 2022

Towards Data Science

Albers Uzila

K-Nearest Neighbors, Naive Bayes, and Decision Tree in 10 Minutes

With hands-on case study walkthroughs

Jul 5, 2022

K-Nearest Neighbors, Naive Bayes, and Decision Tree in 10 Minutes

Jul 5, 2022

Towards Data Science

Albers Uzila

K-means Clustering and Principal Component Analysis in 10 Minutes

With hands-on case study walkthroughs

Jul 26, 2022

K-means Clustering and Principal Component Analysis in 10 Minutes

Jul 26, 2022

Towards Data Science

Albers Uzila

Understanding Ensemble Methods: Random Forest, AdaBoost, and Gradient Boosting in 10 Minutes

One data, three models, detailed calculations made easy

Aug 8, 2022

Understanding Ensemble Methods: Random Forest, AdaBoost, and Gradient Boosting in 10 Minutes

Aug 8, 2022

Towards Data Science

Albers Uzila

5 Popular CNN Architectures Clearly Explained and Visualized

And why the heck does Inception look like a trident?!

Aug 22, 2022

5 Popular CNN Architectures Clearly Explained and Visualized

Aug 22, 2022

Towards Data Science

Albers Uzila

All You Need to Know About Bag of Words and Word2Vec — Text Feature Extraction

Why Word2Vec is better, and why it’s not good enough

Aug 30, 2022

All You Need to Know About Bag of Words and Word2Vec — Text Feature Extraction

Aug 30, 2022

Level Up Coding

Albers Uzila

GloVe and fastText Clearly Explained: Extracting Features from Text Data

How are they better than Word2Vec?

Sep 12, 2022

GloVe and fastText Clearly Explained: Extracting Features from Text Data

Sep 12, 2022

Towards Data Science

Albers Uzila

Beautifully Illustrated: NLP Models from RNN to Transformer

Explaining their complex mathematical formula with working diagrams

Oct 11, 2022

Beautifully Illustrated: NLP Models from RNN to Transformer

Oct 11, 2022