Machine Learning Linear Regression Case Study

Predicting Boston house price with Linear Regression using scikit-learn !!
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Introduction to Machine Learning and linear regression from scratch
Predicting Boston house price with Regression !!

Requirements

  • Yes, A basic knowledge in Python 3 is preferred.

Description

We have covered-

What is Machine Learning and how does it works?

Machine Learning concept such as Train Test Split, Machine Learning Models, Model Evaluation are also covered.

Linear Regression Concept with simple regression model using Scikit Learn Library.

What are the types of Regressions?

Case Study-Boston house price prediction-predicts the price of houses in Boston using a machine learning algorithm called Linear Regression. To train our machine learning model ,we will be using scikit-learn’s boston dataset.

Analyse and visualize data using Linear Regression.

Plot the graph of results of Linear Regression to visually analyze the results.

Linear regression is starting point for a data science this course focus is on making your foundation strong for deep learning and machine learning algorithms.

End of the course you will be able to code your own regression algorithm from scratch.

After completing this course you will be able to:

  • Interpret and Explain machine learning models which are treated as a black-box

  • Create an accurate Linear Regression model in python and visually analyze it

  • Select the best features for a business problem

  • Remove outliers and variable transformations for better performance

  • Confidently solve and explain regression problems


    This course will give you a very solid foundation in machine learning. You will be able to use the concepts of this course in other machine learning models.

Who this course is for:

  • Python developers curious about Machine Learning.
  • Data Science and Machine leaning engineers.

Course content

3 sections6 lectures1h 7m total length
  • What is Machine Learning
    16:34

Instructor

Technical Training Provider Company.
Goeduhub Technologies
  • 4.2 Instructor Rating
  • 1,486 Reviews
  • 48,479 Students
  • 21 Courses

We provide comprehensive training in Industrial Automation, Artificial Intelligence(AI), Machine Learning(ML) & Deep Learning, Python Programming and Data Science.

We are providing a broad foundation for a revolution in higher education worldwide. The advent of the Internet and other information technologies can make teaching and research readily available to scholars and students across the globe.

With the changing global scenario and India turning out to be knowledge based economy like US, there is a huge requirement of technology professionals worldwide. The Need of interactive learning and maintaining high quality standards in technology education is the need of the hour. With over 10 million upcoming new jobs in emerging technology sectors like IT security, Big Data HADOOP,Cloude Computing, Embedded systems and Robotics, young India must opt for technology training that comes from the premier education schools-training that is high quality, reliable, cutting edge and complete. Such training will not only equip students to participate in the job-rich emerging sectors, it will also allow existing professionals to re-skill themselves with more up-to-date technology knowledge.