Deep Learning Prerequisites Linear Regression in Python

Linear regression is the most basic machine learning model to learn, but it has so much depth that you’ll be revisiting it for years to come. That is why it is an excellent introductory course if you want to take your first steps in the fields of:
  • Deep Understanding
  • Artificial Intelligence
  • Data Science
  • Statistics
This course will teach you about linear regression, a popular technique in machine learning, data science, and statistics. We cover the theory from the ground up, including the solution’s derivation and applications to real-world problems. We demonstrate how to write your own linear regression module in Python. In the first section, we will demonstrate how to use 1-D linear regression to demonstrate the validity of Moore’s Law

KEY FEATURE

Python is a versatile programming language that has applications in data science, machine learning, and app development

As a deep learning professional, you will need to extract insights from data, which will necessitate the use of statistics.

Models for predictive analysis must be built in ML and deep learning. You must teach them how to predict specific outcomes.

It also assists you in gaining insights from data samples and categorising available information into different segments based on your needs.

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Key Topics

    What Do We Mean? Moore's Law Is Not A Straight Line?

    You’re right! I’ll demonstrate how linear regression can still be used.
    In the following section, we will extend 1-D linear regression to any-dimensional linear regression, or how to build a machine learning model that can learn from multiple inputs.
    Given a patient’s age and weight, we will use multidimensional linear regression to predict their systolic blood pressure. Finally, we’ll go over some practical machine learning issues to keep in mind when analysing data, such as generalisation, overfitting, train-test splits, and so on. There are no additional materials required for this course. Everything required (Python and some Python libraries) is available for free.
    This course is designed for programmers who want to improve their coding skills by learning about data science. This course may be useful if you have a technical or mathematical background and want to know how to apply your skills as a software engineer or “hacker.”
    This course emphasises “how to build and understand,” rather than “how to use.” After reading some documentation, anyone can learn how to use an API in 15 minutes. It is not a matter of “remembering facts,” but of “seeing for yourself” through experimentation. It will teach you how to visualise what is going on inside the model. This course is for you if you want more than a cursory look at machine learning models.
    “If you can’t put it into practise, you don’t understand it.”
    “What I cannot create, I do not understand,” said the great physicist, Richard Feynman.
    My courses are the ONLY ones where you will learn how to build machine learning algorithms from the ground up. Other courses will teach you how to enter your data into a library, but do you really need assistance with three lines of code?
    After repeating the process with ten datasets, you realise you didn’t learn ten new things. You only learned one thing and then repeated the same three lines of code ten times…

    Suggested Prerequisites:

    • calculus (taking derivatives)
    • matrix arithmetic
    • probability
    • Python coding: if/else, loops, lists, dicts, sets
    • Numpy coding: matrix and vector operations, loading a CSV file

    Who Can Take The Benefit From Our Linear Regression In Python Experts:

    • Anyone interested in data science, machine learning, statistics, or artificial intelligence.
    • People who are new to data science and want an easy introduction to the topic People who want to advance their careers by entering one of technology’s hottest fields, data science
    • Self-taught programmers who want to improve their theoretical computer science skills
    • Analytics professionals who want to understand the theoretical foundations of one of statistics’ most popular algorithms

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