Calculus Foundations: A Quick Prep for Machine Learning

What Will You Learn?

• The foundational concepts and the true essence of calculus.
• Understanding derivatives, their paradox, and their geometric interpretations.
• The significance of Euler's number 'e' in calculus.
• Techniques of implicit differentiation and its applications.
• The concept of limits, L'Hôpital's rule, and the rigorous epsilon-delta definitions.
• The integral connection between area and slope.
• Deep dive into the fundamental theorem of calculus and its implications.
• Insights into higher-order derivatives and their significance.
• A comprehensive understanding of Taylor series and its applications.
• Visual techniques to understand and visualize derivatives and integrals.