3.75 out of 5

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Real World Data Science Case Studies, Projects Using Python

Solve business problems using data science, machine learning practically and build real world projects using python

Instructor:

Pianalytix .

4,511 students enrolled

English [Auto]

Build machine learning models

Exploratory data analysis

Feature Engineering

Data Science is not like any other technology, but it is in many cases the only technology that can solve certain problems. We need to ensure that all people involved in the project have a common understanding of what is required, how the process works, and that we have a realistic view of what is possible with the tools at hand. To boil down all this to its core components we could consider a few important rules:

create a common ground of understanding, this will ensure the right mindset
state early how progress should be measured
communicate clearly how different machine learning concepts works
acknowledge and consider the inherited uncertainty, it is part of the process

In this course, we are going to work on the following projects

Bangalore House Price Prediction Using Machine Learning.
Zomato Restaurant Data Analysis
Indian Liver Patient Data Analysis
Predicting The Income Level Based On U.S Census Data.

Introduction

Introduction to the course

Case Study-1 Bangalore house price prediction

Introduction

Download the dataset and notebook

Importing libraries & dataset

Analyse the data

Feature engineering part1

Featuring engineering part 2

Data visualization

Concatinating both dataframes

Model Building

Case Study-2 Zomato Restaurant Data Analysis

Introduction To The Case study

Download the dataset and notebook

Importing Dataset & Libraries

Understanding the Data

Exploratory Data Analysis part 1

Exploratory Data Analysis part 2

Checking the correlation

Building Machine Learning Model

Case Study-3 Indian Patient Liver Data Analysis

Introduction to the case study

Download the dataset and notebook

Importing Libraries & Dataset

Exploring the data frame

Data visualization part 1

Data visualization part 2

Feature Scaling

Building the Machine Learning Model

Case Study-4 Predicting The Income Level Based On U.S Census Data

Introduction To The Case study

Download the dataset and notebook

Importing Libraries & Dataset

Data Analysis

Data Visualization Part 1

Data Visualization Part 2

Building The Machine Learning Model

How long do I have access to the course materials?

You can view and review the lecture materials indefinitely, like an on-demand channel.

Can I take my courses with me wherever I go?

Definitely! If you have an internet connection, courses on Udemy are available on any device at any time. If you don't have an internet connection, some instructors also let their students download course lectures. That's up to the instructor though, so make sure you get on their good side!

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Real World Data Science Case Studies, Projects Using Python

Introduction

Case Study-1 Bangalore house price prediction

Case Study-2 Zomato Restaurant Data Analysis

Case Study-3 Indian Patient Liver Data Analysis

Case Study-4 Predicting The Income Level Based On U.S Census Data

How long do I have access to the course materials?

Can I take my courses with me wherever I go?

Detailed Rating

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