- Numpy
- Matplotlib - basics of the Visualization
- Pandas & Seaborn - working with data
- Linear regression
- Classification
- Advanced topics in Regression & Classification
- Classification of MNIST dataset: Logistic Regression & SVM
- Implementation of Algorithms in Numpy: kNN & Logistic Regression
- Project: K-Means
- PCA
Reference
Prince, Simon J. B., Understanding Deep Learning. Retrieved from https://udlbook.github.io/udlbook/
LMU Munich team, Introduction to Machine Leanring https://slds-lmu.github.io/i2ml/
Andriy Burkov, The Hundred-Page Language Models Book, https://themlbook.com/