Logistic Regression Explained: Theory and Python ImplementationIf you’ve read my Linear Regression article, you already know how important it is and why beginners should start their data science journey…1d ago1d ago
Linear Regression Explained: Assumptions, Interpretation & Python ImplementationIf you are just beginning your career in data science or an experienced professional diving into deep learning, I highly recommend starting…Mar 19Mar 19
Principal Component Analysis(PCA) Explained!Imagine you’re analyzing a dataset with hundreds or even thousands of features. Visualizing relationships, training models, or interpreting…Feb 9Feb 9
Mastering Model Evaluation: Metrics That Matter for Regression and ClassificationIn the world of machine learning, building an effective model is only half the battle. The real challenge lies in evaluating how well the…Jan 25Jan 25
Exploring the Spectrum of Data Science ProblemsData science is a field that combines different areas like statistics, computer science, and industry knowledge to understand and make…Jan 19Jan 19
Exploring the Four Pillars of Analytics: Descriptive, Diagnostic, Predictive, and Prescriptive…Now that you have learned the Mathematics for Data Science in Part 1, Part 2, and Part 3 and are ready to jump into real Data Science, it’s…Jan 10Jan 10
Mathematics for Data Science Part 3- CalculusCalculus is the branch of mathematics that studies how things change, and in data science, understanding and managing change is crucial…Jan 8Jan 8
Mathematics for Data Science Part 2- Probability & StatisticsIf you have read Part 1 of Mathematics for Data Science, you already know Probability and Statistics was one of my favourite subjects. I…Jan 4Jan 4
An Introduction to Hypothesis TestingHypothesis testing might sound like a technical chore filled with formulas and steps, but it’s not as intimidating as it seems. While the…Jan 2Jan 2
Conditional Probability & Bayes’ TheoremProbability may seem daunting at first, but the more you practice, the more fascinating it becomes. It’s one of those topics that grows on…Jan 2Jan 2
