Data Science with Python Complete Course

Today Data Science and Machine Learning are used in almost every industry, including automobiles, banks, health, telecommunications, telecommunications, and more.

As the manager of Data Science and Machine Learning, you will have to research and look beyond common problems, you may need to do a lot of data processing. test data using advanced tools and build amazing business solutions. However, where and how will you learn these skills required in Data Science and Machine Learning?

DATA SCIENCE COURSE–OVERVIEW

Getting Started with Data Science

Define Data

Why Data Science?

Who is a Data Scientist?

What does a Data Scientist do?

The lifecycle of Data Science with the help of a use case

Job trends

Data Science Components

Data Science Job Roles

Math Basics

Multivariable Calculus

Functions of several variables

Derivatives and gradients

Step function, Sigmoid function, Logit function, ReLU (Rectified Linear Unit) function

Cost function

Plotting of functions

Minimum and Maximum values of a function

Linear Algebra

Vectors

Matrices

Transpose of a matrix

The inverse of a matrix

The determinant of a matrix

Dot product

Eigenvalues

Eigenvectors

Optimization Methods

Cost function/Objective function

Likelihood function

Error function

Gradient Descent Algorithm and its variants (e.g., Stochastic Gradient Descent Algorithm)

Programming Basics

R Programming for Data Science