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Logistic Regression, LDA &KNN in Python

person icon Abhishek And Pukhraj

Logistic Regression, LDA &KNN in Python

Logistic regression in Python. Logistic Regression , Discriminant Analysis & KNN machine learning models in Python

updated on icon Updated on Oct, 2023

language icon Language - English

person icon Abhishek And Pukhraj

architecture icon Development,Data Science,Machine Learning

Lectures -54

Resources -1

Duration -6 hours

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Course Description

You're looking for a complete Classification modeling course that teaches you everything you need to create a Classification model in Python, right?

You've found the right Classification modeling course!

After completing this course you will be able to:

  • Identify the business problem which can be solved using Classification modeling techniques of Machine Learning.

  • Create different Classification modelling model in Python and compare their performance.

  • Confidently practice, discuss and understand Machine Learning concepts

How this course will help you?

A Verifiable Certificate of Completion is presented to all students who undertake this Machine learning basics course.

If you are a business manager or an executive, or a student who wants to learn and apply machine learning in Real world problems of business, this course will give you a solid base for that by teaching you the most popular Classification techniques of machine learning, such as Logistic Regression, Linear Discriminant Analysis and KNN

Why should you choose this course?

This course covers all the steps that one should take while solving a business problem using classification techniques.

Most courses only focus on teaching how to run the analysis but we believe that what happens before and after running analysis is even more important i.e. before running analysis it is very important that you have the right data and do some pre-processing on it. And after running analysis, you should be able to judge how good your model is and interpret the results to actually be able to help your business.

What makes us qualified to teach you?

The course is taught by Abhishek and Pukhraj. As managers in Global Analytics Consulting firm, we have helped businesses solve their business problem using machine learning techniques and we have used our experience to include the practical aspects of data analysis in this course.

Our Promise

Teaching our students is our job and we are committed to it. If you have any questions about the course content, practice sheet or anything related to any topic, you can always post a question in the course or send us a direct message.

By the end of this course, your confidence in creating a classification model in Python will soar. You'll have a thorough understanding of how to use Classification modelling to create predictive models and solve business problems.

Who this course is for:

  • People pursuing a career in data science
  • Working Professionals beginning their Data journey
  • Statisticians needing more practical experience
  • Anyone curious to master classification machine learning techniques from Beginner to Advanced in short span of time

Goals

What will you learn in this course:

  • Understand how to interpret the result of Logistic Regression model in Python and translate them into actionable insight
  • Learn the linear discriminant analysis and K-Nearest Neighbors technique in Python
  • Preliminary analysis of data using Univariate analysis before running classification model
  • Predict future outcomes basis past data by implementing Machine Learning algorithm
  • Indepth knowledge of data collection and data preprocessing for Machine Learning logistic regression problem
  • Course contains a end-to-end DIY project to implement your learnings from the lectures
  • Basic statistics using Numpy library in Python
  • Data representation using Seaborn library in Python
  • Learn how to solve real life problem using the different classification techniques

Prerequisites

What are the prerequisites for this course?

  • Students will need to install Python and Anaconda software but we have a separate lecture to help you install the same
Logistic Regression, LDA &KNN in Python

Curriculum

Check out the detailed breakdown of what’s inside the course

Introduction
3 Lectures
  • play icon Welcome to the course! 02:52 02:52
  • play icon Introduction to Machine Learning 16:03 16:03
  • play icon Building a Machine Learning model 08:42 08:42
Basics of Statistics
5 Lectures
Tutorialspoint
Setting up Python and Jupyter Notebook
9 Lectures
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Data Preprocessing
15 Lectures
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Classification Models
20 Lectures
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Attachement Files
1 Lectures
Tutorialspoint

Instructor Details

Abhishek and Pukhraj

Abhishek and Pukhraj

Start-Tech Academy is a technology-based Analytics Education Company and aims at Bringing Together the analytics companies and interested Learners.
Our top quality training content along with internships and project opportunities helps students in launching their Analytics journey.

Founded by Abhishek Bansal and Pukhraj Parikh.

Working as a Project manager in an Analytics consulting firm, Pukhraj has multiple years of experience working on analytics tools and software. He is competent in  MS office suites, Cloud computing, SQL, Tableau, SAS, Google analytics and Python.

Abhishek worked as an Acquisition Process owner in a leading telecom company before moving on to learning and teaching technologies like Machine Learning and Artificial Intelligence.

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