This three-course specialization from Imperial College London strengthens your understanding of the mathematics behind Machine Learning and Data Science. The first course covers linear algebra, focusing on vectors, matrices, and data applications. The second course delves into Multivariate Calculus for optimizing data fitting functions.
The third course teaches Dimensionality Reduction using Principal Component Analysis, requiring knowledge of Python and numpy. You will complete assignments using Python in interactive notebooks, applying your skills to real-world problems. By the end, you will be prepared for advanced machine learning courses.
🆓 Free to Audit
🕒 Approx. 1 Month
✏ Beginner Level
🧾 Paid Certificate Available Upon Completion
🎓 Offered by Imperial College London via Coursera
