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• Write a Python program that recognizes images from scratch without using any libraries!
• Understand A Neural Network is.
• Understand some important mathematical prerequisites such as functions and their computational graphs.
• Understand conceptually what a derivative and a gradient is to fully appreciate the Gradient Descent Algorithm.
• Understand the Gradient Descent Algorithm, the central algorithm in machine learning with Neural Networks.
• Understand Backpropagation and its importance in computing gradients.
• Be able to implement the full Python program in 50 lines of code that recognizes images.