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Neural Networks and Deep

Programming

How to Get The Certificate

Lecture 1 Introduction to Neural Networks | Deep Learning and Neural Networks

Lecture 2 Supervised Learning | Deep Learning and Neural Networks

Lecture 3 Why is Deep Learning getting Popular | Deep Learning and Neural Networks

Lecture 4 Binary Classification | Deep Learning and Neural Networks

Lecture 5 Logistic Regression | Deep Learning and Neural Networks

Lecture 6 Logistic Regression Cost Function | Deep Learning and Neural Networks

Lecture 7 Gradient Descent | Deep Learning and Neural Networks

Lecture 8 Derivatives Part 1 | Derivative from First Principle

Lecture 9 Derivatives Part 2 | Derivative of x2 sinx cosx ln x polynomials | Power rule

Lecture 10 Derivatives Part 3 | Sum Rule

Lecture 11 Derivatives Part 4 | Derivative of e x Exponential Function

Lecture 12 Derivatives Part 5 | Product Rule of Differentiation

Lecture 13 Derivatives Part 6 | Quotient Rule of Differentiation

Lecture 14 Computation Graph | Deep Learning

Lecture 15 Derivatives with Computation Graph | Backpropagation | Deep Learning

Lecture 16 Logistic Regression Gradient Descent | Deep Learning

Lecture 17 Gradient Descent on m Examples | Deep Learning

Lecture 18 Vectorization | Deep Learning

Lecture 19 Vectorization examples using NumPy | Deep Learning

Lecture 20 Vectorizing Logistic Regression Forward Propagation | Deep Learning

Lecture 21 Vectorizing Logistic Regression Backpropagation | Deep Learning

Lecture 22 NumPy Overview | Deep Learning

Lecture 23 NumPy Creating Arrays | Deep Learning

Lecture 24 NumPy linspace zeros ones | Deep Learning

Lecture 25 NumPy Indexing Arrays | Deep Learning

Lecture 26 NumPy Slicing NumPy Arrays | Deep Learning

Lecture 27 NumPy Broadcasting NumPy Arrays | Deep Learning | NumPy Broadcasting |

Lecture 28 One hidden layer Neural Network | Deep Learning

Lecture 29 Neural Network Representation | Deep Learning

Lecture 30 Neural Network Computation | Deep Learning

Lecture 32 Activation Functions Neural Networks | Deep Learning

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