Understanding the Function
•Calculus Basics
•Finding a Derivative
•Exercise 1 – Finding the Derivative
•Exercise 1 – Completion confirmation
•1 question
•Derivatives using Delta Method
•Exercise – 2
•Exercise – 2 – Completion confirmation
•Product Rule for Differentiation
•Exercise – 3
•Exercise – 3 – Completion confirmation
•Chain Rule
•Exercise – 4
•Exercise – 4 – Completion confirmation
•Applying all the basics
•End of Section 1
•Multi Variate Calculus
•Exercise – 5
•Exercise – 5 – Completion confirmation
•Differentiate With respect to anything
•Exercise – 6
•Exercise – 6 – Completion confirmation
•Jacobians
•Exercise – 7
•Exercise – 7 – Completion confirmation
•Hessian
•Exercise – 8
•Exercise – 8 – Completion confirmation
•Chain Rule on Multi-Variate Functions
•Chain Rule on Multi Variate
•Chain Rule on Multi Variate – more functions
•Taylor Series of Approximations
•Taylor Series of Approximation
•Concept of Approximation
•Taylor Series – Intuition
•Taylor Series Detailed
•Taylor Series Derivation
•Taylor Series Derivation Part 2
•Taylor Series – More
•Neural Networks
•Neural Networks – Intro
•Bias in Neural Networks
•Neural Networks Part 2
•Calculus in Action – Neural Networks
•Intuition of Sigmoid Function
•Manual Fitting of Data
•Loss Function
•How to Update Parameters
•Compute Partial Derivative
•Exercise to compute Partial derivative of parameter – bias
•Program overview
•Program in Python
•Optimization Methods – Newton Raphson & Gradient Descent
•Newton Raphson Method
•Newton Raphson Method in Python
•Gradient Descent
•Linear Regression
•Linear Regression in Python
•Evaluation of Model – RMSE and R2 Score
•Implementation using Scikit Library
•Exercise 1 – Solution
•Exercise 2 – Solution
•Exercise 3 – Solution
•Exercise 4 – Solution
•Exercise 5 – Solution
•Exercise 6 – Solution
•Exercise 7 – Solution
•Exercise 8 – Solution
•Python for Data Science – Refresh the Basics
•Source code download
•Installing & Using Jupyter Notebook
•Google Colab
•Basic Data Types
•Python Basics – Containers in Python
•Control Statements Python if..else
•Control Statements While & For
•Functions & Classes in Python
•Python for Data Science
•Python Numpy Basics
•Python Numpy Basics Contd
•Python Numpy
•Pandas in Python – Pandas Series
•Pandas DataFrame
•Pandas – Dealing with Missing Values
•Matplotlib
•Matplotlib – Density and Contour Plot
•Bonus Videos
•Bonus Access
•Deep Learning Computer Vision
•Linear Algebra Course Trailer
•Deep Learning from Scratch using Tensorflow
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