Increasing Real Estate Management Profits: Harnessing Data Analytics

 

Build your subject-matter expertise

This course is part of the Excel to MySQL: Analytic Techniques for Business Specialization

When you enroll in this course, you'll also be enrolled in this Specialization.

Learn new concepts from industry experts

Gain a foundational understanding of a subject or tool

Develop job-relevant skills with hands-on projects

Earn a shareable career certificate

Join Free:Increasing Real Estate Management Profits: Harnessing Data Analytics

There are 7 modules in this course

In this final course you will complete a Capstone Project using data analysis to recommend a method for improving profits for your company, Watershed Property Management, Inc. Watershed is responsible for managing thousands of residential rental properties throughout the United States. Your job is to persuade Watershed’s management team to pursue a new strategy for managing its properties that will increase their profits. To do this, you will: (1) Elicit information about important variables relevant to your analysis; (2) Draw upon your new MySQL database skills to extract relevant data from a real estate database; (3) Implement data analysis in Excel to identify the best opportunities for Watershed to increase revenue and maximize profits, while managing any new risks; (4) Create a Tableau dashboard to show Watershed executives the results of a sensitivity analysis; and (5) Articulate a significant and innovative business process change for Watershed based on your data analysis, that you will recommend to company executives. 

Airbnb, our Capstone’s official Sponsor, provided input on the project design. The top 10 Capstone completers each year will have the opportunity to present their work directly to senior data scientists at Airbnb live for feedback and discussion.

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Excel Skills for Data Analytics and Visualization Specialization

 

Advance your subject-matter expertise

Learn in-demand skills from university and industry experts

Master a subject or tool with hands-on projects

Develop a deep understanding of key concepts

Earn a career certificate from Macquarie University

Join Free:Excel Skills for Data Analytics and Visualization Specialization

Specialization - 3 course series

As data becomes the modern currency, so the ability to quickly and accurately analyse data has become of paramount importance. Therefore, data analytics and visualization are two of the most sought after skills for high paying jobs with strong future growth prospects. According to an 

IBM report

, the Excel tools for data analytics and visualization are among the top 10 competencies projected to show double-digit growth in their demand. This course will help you develop your analytical and visualization skills so that you not only improve your current work performance but also expand your future job prospects. For those in business and data analysis who want to master advanced Excel and beginner Power BI

, that will add an asset to your employability portfolio.

Upon completing this specialization, you will be able to bring data to life using advanced Excel functions, creative visualizations, and powerful automation features. These courses will equip you with a comprehensive set of tools for transforming, linking, and analysing data. You will master a broad range of charts and create stunning interactive dashboards. Finally, you will explore a new dimension in Excel with PowerPivot, Get and Transform, and DAX.  Harnessing the power of an underlying database engine, we will remove the 1,048,576 row limitation, completely automate data transformation, create data models to effectively link data, and open the gateway to Power Business Intelligence.

Applied Learning Project

Working with datasets similar to those typically found in a business, you will use powerful Excel tools to wrangle the data into shape, create useful visualizations, and prepare dashboards and report to share your results. You will learn to create a data workflow to automate your analysis and make the results flexible and reproducible.

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Python Coding challenge - Day 100 | What is the output of the following Python Code?

 

Code :

def fun(a, *args, s = '!') :

    print(a, s)

    for i in args :

        print(i, s)

fun(100)

Solution and Explanation:

Function Definition:

def fun(a, *args, s = '!') :

def fun(..): Defines a function named fun.

a: A required positional argument.

*args: A special syntax to accept an arbitrary number of additional positional arguments, gathered as a tuple within the function.

s = '!': An optional keyword argument with a default value of '!'.

Function Body:

  print(a, s)

  for i in args :

    print(i, s)

print(a, s): Prints the value of a followed by the value of s.

for i in args :: Iterates through each argument in the args tuple.

print(i, s): Prints each argument from args followed by the value of s.

Function Call:

fun(100)

Calls the fun function with a single argument, 100.

Output:

100 !

Explanation:

The function call fun(100) assigns 100 to a.

Since no additional positional arguments are provided, args remains an empty tuple.

The first print statement outputs "100 !".

The for loop doesn't execute because args is empty.

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How much do you know about Python Dictionary? 🧵:

 

a. Dictionary elements can be accessed using position-based index.

Answer

False

b. Dictionaries are immutable.

Answer

False

c. Insertion order is preserved by a dictionary.

Answer

False

d. The very first key - value pair in a dictionary d can be accessed using the

expression d[0].

Answer

False

e. courses.clear( ) will delete the dictionary object called courses.

Answer

False

f. It is possible to nest dictionaries.

Answer

True

g. It is possible to hold multiple values against a key in a dictionary

Answer

True

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Create font art using python - Merry Christmas

 

Free Code :

from colorama import Fore

import pyfiglet

font = pyfiglet.figlet_format('Merry Christmas ')

print(Fore.GREEN+font)

#clcoding.com

Let's break down the code step by step:

Importing Libraries:

from colorama import Fore

import pyfiglet

The colorama library is used for adding color to the output text in the console.

The pyfiglet library is used for creating ASCII art text.

Creating ASCII Art:

font = pyfiglet.figlet_format('Merry Christmas ')

The pyfiglet.figlet_format function is used to convert the text "Merry Christmas" into ASCII art format using a specific font. In this case, it uses the default font.

Printing in Green:

print(Fore.GREEN + font)

Fore.GREEN sets the text color to green using Colorama.

font contains the ASCII art text generated by PyFiglet.

The print statement then outputs the combined result, which is the ASCII art text in green.

To run this code, you'll need to have the colorama and pyfiglet libraries installed. You can install them using the following commands:

pip install colorama

pip install pyfiglet

After installing the required libraries, you can run the script to see the "Merry Christmas" message in green ASCII art in your terminal.

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Advertising with Meta

 

What you'll learn

Structure campaigns in Meta Ads Manager

Build an ad that aligns with your marketing objectives and target it to your intended audience

Set a budget, placement, and schedule for your ads in Meta Ads Manager

Join Free:Advertising with Meta

Build your Marketing expertise

This course is part of the Meta Social Media Marketing Professional Certificate

When you enroll in this course, you'll also be enrolled in this Professional Certificate.

Learn new concepts from industry experts

Gain a foundational understanding of a subject or tool

Develop job-relevant skills with hands-on projects

Earn a shareable career certificate from Meta

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Meta AR Developer Professional Certificate

What you'll learn

Learn Meta Spark AR to optimize and test Spark AR effects, push content to Instagram using Spark AR Hub, and more.

Create a web AR application in PlayCanvas using JavaScript, and use Blender to modify 3D content.

Create AR games in Unity using C#; edit, import, and animate 3D content, including rigged animations.

Put together a job portfolio for an AR developer interview.

Join Free:Meta AR Developer Professional Certificate

Professional Certificate - 7 course series

Augmented Reality is projected to be a 

$88 billion

 industry by 2026. This program was designed by experts at Meta and will help you master AR development skills by covering nuances of AR in marketing, web AR, and AR in games. You’ll get hands-on experience with popular tools including Unity, Spark AR, and Playcanvas, using JavaScript and C#.

This program is designed for computer science graduates, software developers, web developers, 3D artists, or game developers who want to advance their skill set for the in-demand field of AR Development.

You will learn tools and concepts like Spark AR Fundamentals, game creation in Spark AR, HTML5 WebGL, Javascript in PlayCanvas, AR with PlayCanvas, asset creation and integration in Unity, C# Basics in Unity, creation and deployment on an AR Game using Vuforia and more.

By the end of the program, you will be able to: 

Describe AR’s defining characteristics, affordances and capabilities

Create content in Meta Spark and push it to Instagram using Meta Spark Hub

Create a web AR application using PlayCanvas

Write and debug simple Unity scripts

Create a Unity AR game using C# in the AR Foundation and Vuforia

Applied Learning Project

This program includes more than 100 hours of learning filled with hands-on activities that will prepare you for jobs in AR development across sectors such as marketing, education, gaming and entertainment. 

Through a mix of videos, assessments, readings and hands-on projects, you’ll be introduced to the world of augmented reality development. You’ll apply your new skills to a number of projects including:

Create multiple animated AR effects using Meta Spark

Develop a web-based game in which you interact with a 3D heart—a great addition to your professional portfolio

Set up an AR environment in Unity using AR Foundation to create a modern, AR version of the classic Asteroids arcade game

Configure Unity editors, gain an understanding of the Vuforia Engine and build an AR bowling game that can be played on any plane surface

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Meta iOS Developer Professional Certificate

 

What you'll learn

Gain the skills required for an entry-level career as an iOS developer.

Learn how to create applications for iOS systems and how to manage the lifecycle of a mobile app. 

Learn programming fundamentals, how to create a user interface (UI) and best practices for designing the UI.  

Create a portfolio with projects that show your ability to publish, deploy and maintain iOS apps as well as cross-platform apps using React Native.

Join Free: Meta iOS Developer Professional Certificate

Professional Certificate - 12 course series

Have you ever wanted to build outstanding mobile apps like Facebook and Instagram?

This Professional Certificate will teach you how to build applications for iOS devices and start a new career as an iOS Developer. By the end of this program, you’ll be able to create and run a mobile app powered by iOS operating systems.

In this program, you’ll learn:

Essential iOS programming concepts and the tools needed to develop applications 

Create user interfaces (UIs) for mobile apps using SwiftUI

Manage the lifecycle and data collections of mobile applications 

Work with web technologies and manage data on iOS applications 

Build an iOS app 

Create cross-platform applications using React Native

Prepare for technical interviews for iOS developer roles

Any third-party trademarks and other intellectual property (including logos and icons) referenced in the learning experience remain the property of their respective owners. Unless specifically identified as such, Coursera’s use of third-party intellectual property does not indicate any relationship, sponsorship, or endorsement between Coursera and the owners of these trademarks or other intellectual property.

Applied Learning Project

Engage in hands-on activities and learn how to implement concepts through applied learning structures. 

Create a protocol in Swift 

Build a UI for an application in Swift 

Develop a native iOS mobile application 

In the final course, you will also complete a Capstone project that will require you to utilize your new skillset by building an app. You can add this project to your portfolio and showcase your work during job interviews.  

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Meta React Native Specialization

 

What you'll learn

Gain the skills required to create apps across different platforms and devices.

Learn programming fundamentals, how to create a user interface (UI) and best practices for designing the UI.  

Become an expert in React Native, React, JavaScript, GitHub repositories and version control.

Walk away with a project-based portfolio that demonstrates your skills to employers. 

Join Free:Meta React Native Specialization

Specialization - 8 course series

If you want to learn how to create apps for Android and iOS devices, this course is right for you. This program is taught by industry-recognized experts at Meta.  

Cross-platform mobile developers build and write code for apps that are hosted on mobile devices powered by multiple operating systems. They do everything from creating the app to debugging it after deployment. They design interactive and attractive user interfaces (UIs) to ensure the best possible end-user or customer experiences. 

This specialization can be a stepping stone for building a successful career as an iOS or Android developer.

In this program, you’ll learn: 

Essential cross-platform programming concepts and the tools needed to develop apps.

Work with web technologies such as HTML, CSS and JavaScript.

Manage data across multiple mobile operating systems including iOS and Android.

In-demand skills to develop, test and maintain cross-platform mobile apps using React and React Native.

GitHub repositories for version control and content management systems (CMS).

By the end, you’ll put your new skills to work by completing a real-world portfolio project. You’ll build a dynamic mobile app using a responsive design that you can showcase during a job interview. Plus, you’ll get support in your job search.

Please note that the launch date, program content, and course titles are subject to change.

Applied Learning Project

Throughout the program, you’ll engage in a number of practical lab-based exercises that offer opportunities to practice and implement what you are learning. You’ll complete hands-on projects that you can showcase during job interviews and on relevant social networks.

At the end of each course, you’ll complete an assignment to test your new skills. There are various assignments in which you’ll use a lab environment or a web application to perform tasks such as:

Use JavaScript and data from multiple sources to dynamically control a web app.

Manage a project using version control in Git and GitHub.

Build apps using React, routing, hooks, and data fetching. 

 At the end of the program, there will be a Capstone project where you will bring your new skillset together to create a mobile app.

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Meta Android Developer Professional Certificate

 

What you'll learn

Gain the skills required for an entry-level career as an Android developer. 

Learn how to create applications for Android including how to build and manage the lifecycle of a mobile app using Android Studio.

Learn coding in Kotlin and the programming fundamentals for how to create the user interface (UI) and best practices for design.   

Create cross-platform mobile applications using React Native. Demonstrate your new skills by creating a job-ready portfolio you can show during interviews.

Join Free: Meta Android Developer Professional Certificate

Prepare for a career in Android Development

Receive professional-level training from Meta

Demonstrate your proficiency in portfolio-ready projects

Earn an employer-recognized certificate from Meta

Qualify for in-demand job titles: Android Developer, Mobile Applications Developer, Mobile Developer

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Python Coding challenge - Day 99 | What is the output of the following Python Code?

The discard() method in Python is used to remove a specified element from a set. If the element is not present in the set, discard() does nothing and does not raise an error.

In the code 

s = {1, 3, 7, 6, 5}

s.discard(4)

print(s)

The element 4 is not present in the set s, so the discard() method will do nothing. The output will be the original set:

{1, 3, 5, 6, 7}

The set s remains unchanged because the attempt to discard the non-existent element 4 has no effect.

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How much do you know about Python tuple?

 

num1 = num2 = (10, 20, 30, 40, 50)

print(isinstance(num1, tuple)) 

The above code  creates a tuple (10, 20, 30, 40, 50) and assigns it to both num1 and num2. Then, it checks if num1 is an instance of the tuple class using the isinstance() function and prints the result.

The correct output of the code will be:

True

This is because both num1 and num2 refer to the same tuple object, and since that object is indeed a tuple, the isinstance() function returns True.

num1 = num2 = (10, 20, 30, 40, 50)

print(num1 is num2)

The above code  checks if num1 and num2 refer to the same object in memory using the is keyword. Since both num1 and num2 are assigned the same tuple (10, 20, 30, 40, 50), which is an immutable object, the result will be True. Here's the correct output:

True

This is because both variables (num1 and num2) point to the same memory location where the tuple is stored.

num1 = num2 = (10, 20, 30, 40, 50)

print(num1 is not num2)

The code checks if num1 and num2 do not refer to the same object in memory using the is not comparison. Since both num1 and num2 are assigned the same tuple (10, 20, 30, 40, 50), the result will be False. Here's the correct output:

False

This is because both variables (num1 and num2) point to the same memory location where the tuple is stored, so the is not comparison returns False.

num1 = num2 = (10, 20, 30, 40, 50)

print(20 in num1)

The code checks if the value 20 is present in the tuple assigned to the variable num1. Since 20 is one of the values in the tuple (10, 20, 30, 40, 50), the result will be True. Here's the correct output:

True

The in keyword is used to check membership, and it returns True if the specified value is found in the sequence (in this case, the tuple num1).

num1 = num2 = (10, 20, 30, 40, 50)

print(30 not in num2)

The code checks if the value 30 is not present in the tuple assigned to the variable num2. Since 30 is one of the values in the tuple (10, 20, 30, 40, 50), the result will be False. Here's the correct output:

False

The not in keyword is used to check if a value is not present in a sequence. In this case, 30 is present in the tuple num2, so the expression evaluates to False.

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Python Coding challenge - Day 98 | What is the output of the following Python Code?

 

Code : 

s = { }

t = {1, 4, 5, 2, 3}

print(type(s), type(t))

Solution and Explanation : 

In the code snippet you provided, you have defined two different sets, s and t, and then printed their types. Let me explain the code step by step:

s = {}

Here, you have defined an empty set. However, the syntax you used ({}) actually creates an empty dictionary in Python, not an empty set. To create an empty set, you should use the set() constructor like this:

s = set()

Now, let's move to the second part of the code:

t = {1, 4, 5, 2, 3}

Here, you have defined a set t with the elements 1, 4, 5, 2, and 3.

Finally, you printed the types of s and t:

print(type(s), type(t))

This will output the types of s and t. If you correct the creation of the empty set as mentioned above, the output will be:

<class 'set'> <class 'set'>

This indicates that both s and t are of type set

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Merry Christmas using Python 🧡

 

Code : 

from colorama import Fore

def heart_shape(msg="Merry Christmas"):

    lines = []

    for y in range(15, -15, -1):

        line = ""

        for x in range(-30, 30):

            f = ((x * 0.05) ** 2 + (y * 0.1) ** 2 - 1) ** 3 - (x * 0.05) ** 2 * (y * 0.1) ** 3

            line += msg[(x - y) % len(msg)] if f <= 0 else " "

        lines.append(line)

    print(Fore.RED+"\n".join(lines))

    print(Fore.GREEN+msg)

heart_shape()  # Call the function to create the heart

#clcoding.com

Explnation of the code in details :

This code generates a text-based heart shape using the Colorama library for colored output in the terminal. Here's a breakdown:

Imports:

from colorama import Fore

The code imports the Fore class from the Colorama library, which is used to set text color in the terminal.

Function Definition:

def heart_shape(msg="Merry Christmas"):

The code defines a function named heart_shape that takes an optional parameter msg with a default value of "Merry Christmas".

Creating the Heart Shape:

lines = []

for y in range(15, -15, -1):

    line = ""

    for x in range(-30, 30):

        f = ((x * 0.05) ** 2 + (y * 0.1) ** 2 - 1) ** 3 - (x * 0.05) ** 2 * (y * 0.1) ** 3

        line += msg[(x - y) % len(msg)] if f <= 0 else " "

    lines.append(line)

The nested loops iterate over y-coordinates and x-coordinates to create a heart shape. The mathematical expression within the inner loop defines the shape. If f is less than or equal to 0, it adds a character from the message; otherwise, it adds a space.

Printing the Heart Shape in Red:

print(Fore.RED + "\n".join(lines))

The heart shape is printed in red by concatenating the lines into a single string using "\n".join(lines) and using Fore.RED from Colorama.

Printing the Message in Green:

print(Fore.GREEN + msg)

The message is printed in green using Fore.GREEN from Colorama.

Function Invocation:

heart_shape()

The function is called without passing any arguments, so it uses the default message "Merry Christmas". The heart shape and message are printed with colored text in the terminal.

Note: The comment #clcoding.com at the end is a comment and doesn't affect the code's functionality. It seems to be a reference to a website.

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How much do you know about Python?

a. Python is free to use and distribute.

Answer

True

b. Same Python program can work on different OS - microprocessor combinations.

Answer

True

c. It is possible to use C++ or Java libraries in a Python program.

Answer

True

d. In Python type of the variable is decided based on its usage.

Answer

True

e. Python cannot be used for building GUI applications.

Answer

False

f. Python supports functional, procedural, object-oriented and eventdriven programming models.

Answer

True

g. GUI applications are based on event-driven programming model.

Answer

True

h. Functional programming model consists of interaction of multiple objects.

Answer

False

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Python Coding challenge - Day 97 | What is the output of the following Python Code?

 

Code :

msg = 'clcoding'

ch = print(msg[-0])

Solution and Explananation: 

msg = 'clcoding': This line creates a variable named msg and assigns it the string value 'clcoding'. In Python, a string is a sequence of characters.

ch = msg[0]: This line creates another variable named ch and assigns it the value of the first character of the string stored in the variable msg. In Python, indexing starts from 0, so msg[0] refers to the first character of the string.

The string 'clcoding' has the following characters at each index:

index:  0  1  2  3  4  5  6  7

value: 'c' 'l' 'c' 'o' 'd' 'i' 'n' 'g'

Therefore, msg[0] is 'c', and this value is assigned to the variable ch.

print(ch): This line uses the print function to display the value of the variable ch to the console. In this case, it will print the character 'c'.

So, when you run this code, the output will be:

c

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check your knowledge of numpy in python

a. Numpy library gets installed when we install Python.

Answer

False

b. Numpy arrays work faster than lists.

Answer

True

c. Numpy array elements can be of different types.

Answer

False

d. Once created, a Numpy arrays size and shape can be changed

dynamically.

Answer

True

e. np.array_equal(a, b)) would return True if shape and elements of a and

b match.

Answer

True

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Python Coding challenge - Day 96 | What is the output of the following Python Code?

 

The % operator in Python is the modulo operator, which returns the remainder of the division of the left operand by the right operand. In the expression 3 % -2, the remainder of the division of 3 by -2 is calculated. The result is -1, because when 3 is divided by -2, the quotient is -2 with a remainder of -1. Therefore, print(3 % -2) will output -1.

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Merry Christmas Tree using Python

 

Free Code :

import numpy as np 

x = np.arange(7,16) 

y = np.arange(1,18,2) 

z = np.column_stack((x[:: -1],y)) 

for i,j in z: 

    print(' '*i+'*'*j) 

for r in range(3): 

    print(' '*13, ' || ') 

print(' '*12, end = '\======/') 

print('')

#clcoding.com

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print(True not True)

Code :

print(True not True)

Output:

False

Explanation:

True not True: This expression involves two boolean values (True and True) and the boolean operator not.

not operator: The not operator inverts the truth value of a boolean expression. It means "the opposite of" or "the negation of".

Evaluation:

True is a boolean value representing truth.

not True means "the opposite of True", which is False.

print(False): The print() function outputs the value False to the console.

Therefore, the code prints False because the expression True not True evaluates to False due to the negation of the boolean value True by the not operator.

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x = 5 y = 15 z = x != y print(z)

 In the given Python code:

x = 5

y = 15

z = x != y  

print(z)

Here's what each line does:

x = 5: Assigns the value 5 to the variable x.

y = 15: Assigns the value 15 to the variable y.

z = x != y: Checks if the value of x is not equal to the value of y and assigns the result to the variable z. In this case, x (which is 5) is not equal to y (which is 15), so z will be True.

print(z): Prints the value of z, which is the result of the inequality check. In this example, it will print True.

So, the output of this code will be:

True

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Python Coding challenge - Day 95 | What is the output of the following Python Code?

 

Code :

msg = 'clcoding'

s = list(msg[:4])[::-1]

print(s)

Solution and Explanation: 

Answer : ['o', 'c', 'l', 'c']

The above code creates a string msg and then manipulates it to print a specific result. Here's an explanation of each step:

msg = 'clcoding': This line defines a variable named msg and assigns the string "clcoding" to it.

s = list(msg[:4])[::-1]: This line does several things at once:

list(msg[:4]): This part takes the first 4 characters of the msg string ("clco") and converts them into a list of individual characters.

[::-1]: This operator reverses the order of the elements in the list. So, our list becomes ["o", "c", "l", "c"].

print(s): This line simply prints the contents of the s list, which is now reversed: ['o', 'c', 'l', 'c'].

Therefore, the code extracts the first 4 characters from the string "clcoding," reverses their order, and then prints the resulting list.

Here are some additional details to keep in mind:

The [:] notation after msg in step 2 is called slicing. It allows us to extract a specific subsequence of characters from a string. In this case, [:4] specifies the range from the beginning of the string (index 0) to the 4th character (index 3, not inclusive).

The [::-1] operator is called an extended slice with a step of -1. This reverses the order of the elements in the list.

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Programming in Python

 

What you'll learn

Foundational programming skills with basic Python Syntax.

How to use objects, classes and methods.

Join Free:Programming in Python

There are 5 modules in this course

In this course, you will be introduced to foundational programming skills with basic Python Syntax. You’ll learn how to use code to solve problems. You’ll dive deep into the Python ecosystem and learn popular modules, libraries and tools for Python. 

You’ll also get hands-on with objects, classes and methods in Python, and utilize variables, data types, control flow and loops, functions and data structures. You’ll learn how to recognize and handle errors and you’ll write unit tests for your Python code and practice test-driven development.

By the end of this course, you will be able to:

• Prepare your computer system for Python programming

• Show understanding of Python syntax and how to control the flow of code

• Demonstrate knowledge of how to handle errors and exceptions

• Explain object-oriented programming and the major concepts associated with it

• Explain the importance of testing in Python, and when to apply particular methods

This is a beginner course for learners who would like to prepare themselves for a career in back-end development or database engineering. To succeed in this course, you do not need prior web development experience, only basic internet navigation skills and an eagerness to get started with coding.

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Introduction to Web Development

 

There are 6 modules in this course

This course is designed to start you on a path toward future studies in web development and design, no matter how little experience or technical knowledge you currently have. The web is a very big place, and if you are the typical internet user, you probably visit several websites every day, whether for business, entertainment or education. But have you ever wondered how these websites actually work? How are they built? How do browsers, computers, and mobile devices interact with the web? What skills are necessary to build a website? With almost 1 billion websites now on the internet, the answers to these questions could be your first step toward a better understanding of the internet and developing a new set of internet skills.  

Join Free:Introduction to Web Development

By the end of this course you’ll be able to describe the structure and functionality of the world wide web, create dynamic web pages using a combination of HTML, CSS, and JavaScript, apply essential programming language concepts when creating HTML forms, select an appropriate web hosting service, and publish your webpages for the world to see. Finally, you’ll be able to develop a working model for creating your own personal or business websites in the future and be fully prepared to take the next step in a more advanced web development or design course or specialization.

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Technical Support Fundamentals

 

Build your Support and Operations expertise

This course is part of the Google IT Support Professional Certificate

When you enroll in this course, you'll also be enrolled in this Professional Certificate.

Learn new concepts from industry experts

Gain a foundational understanding of a subject or tool

Develop job-relevant skills with hands-on projects

Earn a shareable career certificate from Google

Join Free:Technical Support Fundamentals

There are 6 modules in this course

This course is the first of a series that aims to prepare you for a role as an entry-level IT Support Specialist. In this course, you’ll be introduced to the world of Information Technology, or IT. You’ll learn about the different facets of Information Technology, like computer hardware, the Internet, computer software, troubleshooting, and customer service. This course covers a wide variety of topics in IT that are designed to give you an overview of what’s to come in this certificate program.

By the end of this course, you’ll be able to:

● understand how the binary system works

● assemble a computer from scratch

● choose and install an operating system on a computer

● understand what the Internet is, how it works, and the impact it has in the modern world

● learn how applications are created and how they work under the hood of a computer

● utilize common problem-solving methodologies and soft skills in an Information Technology setting

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Programming with JavaScript

 

What you'll learn

Creating simple JavaScript codes.

Creating and manipulating objects and arrays.

Writing unit tests using Jest 

Join Free:Programming with JavaScript

There are 5 modules in this course

JavaScript is the programming language that powers the modern web. In this course, you will learn the basic concepts of web development with JavaScript. You will work with functions, objects, arrays, variables, data types, the HTML DOM, and much more. You will learn how to use JavaScript and discover interactive possibilities with modern JavaScript technologies. Finally, you will learn about the practice of testing code and how to write a unit test using Jest.

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Introduction to Web Development with HTML, CSS, JavaScript

 

What you'll learn

Describe the Web Application Development Ecosystem and terminology like front-end developer, back-end, server-side, and full stack.

Identify the developer tools and integrated development environments (IDEs) used by web developers. 

Create and structure basic web pages using HTML and style them with CSS. 

Develop dynamic web pages with interactive features using JavaScript.

Join Free:Introduction to Web Development with HTML, CSS, JavaScript

There are 5 modules in this course

Want to take the first steps to become a Web Developer? This course will help you discover the languages, frameworks, and tools that you will need to create interactive and engaging websites right from the beginning.  

You will begin by learning about the roles of front-end, back-end, and full-stack developers and how they work together on development projects. Through this, you will also become familiar with the terminology and skills needed in your career as a web developer.  

Next, you will explore the languages needed for developing websites or applications. You will gain a thorough understanding of HTML and CSS and learn how a combination of both technologies can help developers create the structure and style of their websites.  

Finally, you will learn how JavaScript can make your webpages dynamic with features that include interactive forms, dynamic content modification, and sophisticated menu systems. 

By learning the fundamentals of HTML5, CSS, and JavaScript you will be able to combine them to:  

- create the basic structure of a website  

- create format and layout for web applications 

- enhance your website and create rich, interactive applications 

- increase user interactivity and enhance user experience 

- give your website a real wow factor! 

In this course you will practice what you learn with numerous hands-on labs. Lastly, you will complete a final project where you will create a webpage to showcase your skills and have a great addition to your portfolio!

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Python Coding challenge - Day 94 | What is the output of the following Python Code?

 

The provided Python code is a simple loop that iterates over a range of numbers and prints the result of a mathematical expression for each iteration. Here's a breakdown of what the code does:

for i in range(4):

    print(0.1 + i * 0.25)

Explanation:

for i in range(4):: This line sets up a loop that iterates over the numbers 0, 1, 2, and 3. The variable i takes on each of these values during each iteration.

print(0.1 + i * 0.25): Inside the loop, this line calculates a value using the current value of i and prints the result. The expression 0.1 + i * 0.25 is evaluated for each iteration. The value of i is multiplied by 0.25, and then 0.1 is added to the result. The final result is printed to the console.

Output:

The output of the code will be as follows:

0.1

0.35

0.6

0.85

This is because for each iteration, i takes on the values 0, 1, 2, and 3, and the corresponding calculations result in the printed values.

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Introduction to Cybersecurity Foundations

 

What you'll learn

What Cybersecurity is

What an Operating System is  

What Risk Management is  

Join Free:Introduction to Cybersecurity Foundations

There are 4 modules in this course

Most introductory or beginner level cybersecurity courses are not truly beginner level. Most of them assume some level of technical competence and expect that cybersecurity is not your first technical job role. However, as I've successfully mentored people coming from fields such as nursing, aviation (an airline pilot!), and real estate, I've learned that these people are underserved as far a true introduction. This Learning Path is an answer to that gap.

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Introduction to Cybersecurity Essentials

 

What you'll learn

Recognize the importance of data security, maintaining data integrity, and confidentiality

Demonstrate the installation of software updates and patches

Identify preferred practices for authentication, encryption, and device security

Discuss types of security threats, breaches, malware, social engineering, and other attack vectors

Join Free:Introduction to Cybersecurity Essentials

There are 4 modules in this course

With this beginner friendly course, learn fundamental Cybersecurity skills that are crucial for anyone using computing devices and connecting to the Internet.  

You will first learn to recognize common security threats and risks that individuals and organizations may face, such as theft, tampering, and destruction of sensitive information. You’ll then discover the characteristics of cyber-attacks and learn how you can employ best practices to guard against them.  

Next, you’ll learn about the best practices against cyberattacks. These include using strong passwords, good password management, and multi-factor authentication. You’ll learn ways in which you can strengthen your security plan with techniques like device hardening, encryption and more. 

You’ll then learn about safe browsing practices. You’ll gain an understanding of why you must practice safe browsing; to protect yourself against hackers, phishing, identity theft, security leaks, privacy issues and more. You’ll also explore methods for securing and managing confidential information. Then, discover how to configure browsers to help reduce security breaches. 

Throughout this course you will complete many hands-on labs which will enhance your understanding of course material. At the end of this course, you will have the opportunity to complete a final project where you will demonstrate your proficiency in cybersecurity. 

Designed specifically for beginners and those who are interested in a Cybersecurity Specialist or Analyst roles as well as entry-level roles in Information Security (Infosec) engineering. This course dives into the world of cybersecurity to give you the critical skills employers need. It also supports the needs of technical and IT support roles, who can find themselves on the front lines of defense for cybersecurity issues.

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CompTIA a+_ cyber Specialization

 

What you'll learn

Understand and perform basic security tasks for Windows computers and home networks

Recognize the procedures and tools used in cybersecurity to protect enterprise networks

Describe the tools used for managing Linux computers and creating automation scripts

Join Free:CompTIA a+_ cyber Specialization

Specialization - 3 course series

Embark on an exciting journey into the world of cybersecurity with this comprehensive specialization. Designed for beginners, this cybersecurity specialization provides an introduction to cybersecurity, including basic knowledge and key skills needed to confidently start training for CompTIA Security+ certification.                   

In today's digital age, cybersecurity professionals are in high demand and are one of the highest-paying IT career paths. Job opportunities in this fast-growing sector seek applicants with technical skills, analytical thinking and creative problem-solving qualifications.

Through this specialization, you'll learn from cybersecurity experts and industry insiders about the day-to-day tasks and challenges you can expect in this role. You'll gain insights into how to protect a company's valuable information from theft and damage, ensuring that computers and networks store and process data according to the organization’s rules.   

Moreover, you'll acquire practical computer and network administration skills, preparing you to confidently begin a complete cybersecurity training program. This is your first step to becoming a key player in the cybersecurity field.  

Don't miss this opportunity to kickstart your career in cybersecurity. Enroll in this specialization today and take the first step towards a promising future in information security.

Applied Learning Project

In this cybersecurity specialization, you'll engage in practical activities that serve as a steppingstone to meet the pre-requisites for Security+ training. You'll gain hands-on experience in securing Windows and Linux systems, networking and scripting. You'll be able to test your knowledge through multiple-choice practice questions with extensive feedback. Additionally, you'll have access to informative videos and interviews with seasoned industry professionals, providing real-world context and insights into how these skills are applied in the cybersecurity field. This course is designed with accessibility in mind, meeting WCAG 2.0 AA compliance, including keyboard navigation, alt-tags for images, captions for videos, screen reader compatibility and adherence to color contrast guidelines.  

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Python for Cybersecurity Specialization

 

What you'll learn

Develop custom Python scripts to automate cybersecurity tasks.

Apply Python to meet objectives through the cybersecurity attack lifecycle.

Automate common cyberattack and defense activities with Python.

Join Free:Python for Cybersecurity Specialization

Specialization - 5 course series

 Python is one of the most popular and widely-used programming languages in the world due to its high usability and large collection of libraries. This learning path provides an application-driven introduction to using Python for cybersecurity. Python can help to automate tasks across the cyberattack life cycle for both cyber attackers and defenders. This Specialization demonstrates some of these applications and how Python can be used to make cybersecurity professionals more efficient and effective.    

Applied Learning Project

Learners will acquire the technical skills needs to develop custom Python scripts to automate cybersecurity tasks. The challenges in this project involve developing or modifying Python code to address cybersecurity use cases drawn from MITRE ATT&CK and Shield.

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Cyber Security Fundamentals

 

Join Free:Cyber Security Fundamentals

There are 3 modules in this course

This course is intended to provide a general introduction to key concepts in cyber security. It is aimed at anyone with a good general knowledge of information and communications technology. The nature, scope and importance of cyber security are explained, and key concepts are justified and explored. This includes examining the types of threat that cyber security must address, as well as the range of mechanisms, both technological and procedural, that can be deployed.

The role of cryptography in providing security is explored, including how algorithms and keys play their part in enabling cyber security. The key supporting function played by key management is identified, including why the use of cryptographic functions depends on it.

The need for security management in an organisation is explained, and its main elements are introduced - including the key role played by risk management. The importance of standardised approaches to security management is explained, as is the notion of compliance.

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IT Fundamentals for Cybersecurity Specialization

 

Advance your subject-matter expertise

Learn in-demand skills from university and industry experts

Master a subject or tool with hands-on projects

Develop a deep understanding of key concepts

Earn a career certificate from IBM

Join Free:IT Fundamentals for Cybersecurity Specialization

Specialization - 4 course series

There are a growing number of exciting, well-paying jobs in today’s security industry that do not require a traditional college degree.  Forbes estimates that there will be as many as 3.5 million unfilled positions in the industry worldwide by 2021! One position with a severe shortage of skills is as a junior cybersecurity analyst. 

Throughout this specialization, you will learn concepts around cybersecurity tools and processes, system administration,  operating system and database vulnerabilities, types of cyber attacks and basics of networking. You will also gain knowledge around important topics such as cryptography and digital forensics.  

The instructors are architects , Security Operation Center (SOC) analysts, and distinguished engineers who work with cybersecurity in their day to day lives at IBM with a worldwide perspective.  They will share their skills which they need to secure IBM and its clients security systems.

The completion of this specialization also makes you eligible to earn the IT Fundamentals for Cybersecurity IBM digital badge. 

Applied Learning Project

This specialization will provide you with the basics you need to get started. Throughout this specialization, you will learn concepts around cybersecurity tools and processes, system administration, operating system and database vulnerabilities, types of cyber attacks and basics of networking. You will also gain knowledge around important topics such as cryptography and digital forensics.

This specialization is truly an international offering from IBM with experts from the United States, Costa Rica, Canada and Italy. These instructors are architects, Security Operation Center (SOC) analysts, and distinguished engineers who work with cybersecurity in their day to day lives at IBM. They will share their skills which they need to secure IBM and its clients security systems.

Learners will apply the skills they acquire to complete assessment exams as well as a project at the end of the four courses within this specialization.

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Certified in Cybersecurity Specialization

 

What you'll learn

Demonstrate that you have foundational knowledge of industry terminology, network security, security operations and policies and procedures.

Join Free:Certified in Cybersecurity Specialization

Specialization - 5 course series

Congratulations on your interest in pursuing a career in cybersecurity. The Certified in Cybersecurity (CC) certification will demonstrate to employers that you have foundational knowledge of industry terminology, network security, security operations and policies and procedures that are necessary for an entry- or junior-level cybersecurity role. It will signal your understanding of fundamental security best practices, policies and procedures, as well as your willingness and ability to learn more and grow on the job.

Applied Learning Project

Each course includes a case study that will require students to put into practice the knowledge they have gained throughout each course. Successful completion of course projects will require the basic understanding of the topics covered and the ability to relate those topics to the real world. The objective of each project is to determine whether students have understood course concepts and are able to use them in a real world setting. 

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Microsoft Cybersecurity Analyst Professional Certificate

 

What you'll learn

Understand the cybersecurity landscape and learn core concepts foundational to security, compliance, and identity solutions.

Understand the vulnerabilities of an organizations network and mitigate attacks on network infrastructures to protect data.

Develop and implement threat mitigation strategies by applying effective cybersecurity measures within an Azure environment.   

Demonstrate your new skills with a capstone project and prepare for the industry-recognized Microsoft SC-900 Certification exam. 

Join Free:Microsoft Cybersecurity Analys Professional Certificate

Professional Certificate - 9 course series

Learners who complete this program will receive a 50% discount voucher to take the SC-900 Certification Exam. 

Organizations rely on cybersecurity experts to protect themselves from threats, but nearly 60% report security talent shortages.1 Prepare for a new career in this high-demand field with professional training from Microsoft — an industry-recognized leader in cybersecurity.

The role of a cybersecurity analyst includes monitoring networks for vulnerabilities or potential threats, mitigating attacks on the network infrastructures, and implementing strategies for data protection. With 95% of fortune 500 companies using Azure, it’s critical for cybersecurity professionals to learn to protect data within an Azure environment.2

Through a mix of videos, assessments, and hands-on activities, you’ll learn cybersecurity concepts and how they apply to a business environment, discuss threat mitigation strategies from an enterprise perspective, apply effective cybersecurity policy measures within an Azure environment, & practice on tools like MS defender, Azure Active Directory & more.

When you graduate, you’ll have tangible examples to talk about in job interviews and you’ll also be prepared to take the Microsoft SC-900 Certification Exam.

1McKinsey & Company, Securing your organization to reduce cyber risk (June 2022)

2Microsoft Azure, Microsoft Azure:The only consistent, comprehensive hybrid cloud (Sept 2018)

Applied Learning Project

This program has been uniquely mapped to key job skills required in cybersecurity analyst roles. In each course, you’ll be able to consolidate what you have learned by completing a capstone project that simulates real-world cybersecurity scenarios. You’ll also complete a final capstone project where you’ll create your own cybersecurity proposal for the creation and protection of a business network and infrastructure. The projects will include practicing on:

A real-world scenario focused on penetration testing, building configuration, and testing strategy for white box testing of a penetration test on virtual networks.

A real-world capstone project that enables you to demonstrate your cybersecurity analyst skills. 

To round off your learning, you’ll take a mock exam that has been set up in a similar style to the industry-recognized Microsoft Exam SC-900: Microsoft Security, Compliance, and Identity Fundamentals. 

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Google IT Support Professional Certificate

 

What you'll learn

Gain skills required to succeed in an entry-level IT job

Learn to perform day-to-day IT support tasks including computer assembly, wireless networking, installing programs, and customer service

Learn how to provide end-to-end customer support, ranging from identifying problems to troubleshooting and debugging

Learn to use systems including Linux, Domain Name Systems, Command-Line Interface, and Binary Code

Join Free:Google IT Support Professional Certificate

Prepare for a career in IT Support

Receive professional-level training from Google

Demonstrate your proficiency in portfolio-ready projects

Earn an employer-recognized certificate from Google

Qualify for in-demand job titles: IT Specialist, Tech Support Specialist, IT Support Specialist

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Introduction to Cybersecurity Tools & Cyber Attacks

 

What you'll learn

Discuss the evolution of security based on historical events.  

List various types of malicious software.  

Describe key cybersecurity concepts including the CIA Triad, access management, incident response and common cybersecurity best practices.  

Identify key cybersecurity tools which include the following:  firewall, anti-virus, cryptography, penetration testing and digital forensics.   

Join Free: Introduction to Cybersecurity Tools & Cyber Attacks

There are 4 modules in this course

This course gives you the background needed to understand basic Cybersecurity.  You will learn the history of Cybersecurity, types and motives of cyber attacks to further your knowledge of current threats to organizations and individuals.  Key terminology, basic system concepts and tools will be examined as an introduction to the Cybersecurity field.

You will learn about critical thinking and its importance to anyone looking to pursue a career in Cybersecurity.

Finally, you will begin to learn about organizations and resources to further research cybersecurity issues in the Modern era.

This course is intended for anyone who wants to gain a basic understanding of Cybersecurity or as the first course in a series of courses to acquire the skills to work in the Cybersecurity field as a Jr Cybersecurity Analyst.

The completion of this course also makes you eligible to earn the Introduction to Cybersecurity Tools & Cyber Attacks IBM digital badge. 

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Python for Data Analysis: Pandas & NumPy

 

What you'll learn

Understand python programming fundamentals for data analysis

Define single and multi-dimensional NumPy arrays

Import HTML data in Pandas DataFrames

Join Free : Python for Data Analysis: Pandas & NumPy

About this Guided Project

In this hands-on project, we will understand the fundamentals of data analysis in Python and we will leverage the power of two important python libraries known as Numpy and pandas. NumPy and Pandas are two of the most widely used python libraries in data science. They offer high-performance, easy to use structures and data analysis tools. 

Note: This course works best for learners who are based in the North America region. We’re currently working on providing the same experience in other regions.

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Data Science with NumPy, Sets, and Dictionaries

 

There are 4 modules in this course

Become proficient in NumPy, a fundamental Python package crucial for careers in data science. This comprehensive course is tailored to novice programmers aspiring to become data scientists, software developers, data analysts, machine learning engineers, data engineers, or database administrators.

Starting with foundational computer science concepts, such as object-oriented programming and data organization using sets and dictionaries, you'll progress to more intricate data structures like arrays, vectors, and matrices. Hands-on practice with NumPy will equip you with essential skills to tackle big data challenges and solve data problems effectively. You'll write Python programs to manipulate and filter data, as well as create useful insights out of large datasets.

By the end of the course, you'll be adept at summarizing datasets, such as calculating averages, minimums, and maximums. Additionally, you'll gain advanced skills in optimizing data analysis with vectorization and randomizing data.

Throughout your learning journey, you'll use many kinds of data structures and analytic techniques for a variety of data science challenges , including mathematical operations, text file analysis, and image processing. Stepwise, guided assignments each week will reinforce your skills, enabling you to solve problems and draw data-driven conclusions independently.

Prepare yourself for a rewarding career in data science by mastering NumPy and honing your programming prowess. Start this transformative learning experience today!

Join Free : Data Science with NumPy, Sets, and Dictionaries

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Python and Pandas for Data Engineering

 

What you'll learn

Setup a provisioned Python project environment

Use Pandas libraries to read and write data into data structures and files

Employ Vim and Visual Studio Code to write Python code

Join Free : Python and Pandas for Data Engineering

There are 4 modules in this course

In this first course of the Python, Bash and SQL Essentials for Data Engineering Specialization, you will learn how to set up a version-controlled Python working environment which can utilize third party libraries. You will learn to use Python and the powerful Pandas library for data analysis and manipulation. Additionally, you will also be introduced to Vim and Visual Studio Code, two popular tools for writing software. This course is valuable for beginning and intermediate students in order to begin transforming and manipulating data as a data engineer.

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Data Engineering, Big Data, and Machine Learning on GCP Specialization

 

Advance your subject-matter expertise

Learn in-demand skills from university and industry experts

Master a subject or tool with hands-on projects

Develop a deep understanding of key concepts

Earn a career certificate from Google Cloud

Join Free:Data Engineering, Big Data, and Machine Learning on GCP Specialization

Specialization - 5 course series

87% of Google Cloud certified users feel more confident in their cloud skills. This program provides the skills you need to advance your career and provides training to support your preparation for the industry-recognized 

Google Cloud Professional Data Engineer

 certification.

Here's what you have to do

1) Complete the Coursera Data Engineering Professional Certificate

2) Review other recommended resources for the 

Google Cloud Professional Data Engineer certification

 exam

3) Review the 

Professional Data Engineer exam guide

4) Complete 

Professional Data Engineer 

5) Register

 for the Google Cloud certification exam (remotely or at a test center)

Applied Learning Project

This professional certificate incorporates hands-on labs using Qwiklabs platform.These hands on components will let you apply the skills you learn. Projects incorporate Google Cloud products used within Qwiklabs. You will gain practical hands-on experience with the concepts explained throughout the modules.

Applied Learning Project

 This Specialization incorporates hands-on labs using our Qwiklabs platform.

These hands on components will let you apply the skills you learn in the video lectures. Projects will incorporate topics such as BigQuery, which are used and configured within Qwiklabs. You can expect to gain practical hands-on experience with the concepts explained throughout the modules.

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Connect and Protect: Networks and Network Security

 

What you'll learn

Define the types of networks and components of networks

Illustrate how data is sent and received over a network

Understand how to secure a network against intrusion tactics

Join Free:Connect and Protect: Networks and Network Security

There are 4 modules in this course

This is the third course in the Google Cybersecurity Certificate. These courses will equip you with the skills you need to apply for an entry-level cybersecurity job. You’ll build on your understanding of the topics that were introduced in the second Google Cybersecurity Certificate course.

In this course, you will explore how networks connect multiple devices and allow them to communicate. You'll start with the fundamentals of modern networking operations and protocols. For example, you'll learn about the Transmission Control Protocol / Internet Protocol (TCP/IP) model and how network hardware, like routers and modems, allow your computer to send and receive information on the internet. Then, you'll learn about network security. Organizations often store and send valuable information on their networks, so networks are common targets of cyber attacks. By the end of this course, you'll be able to recognize network-level vulnerabilities, and explain how to secure a network using firewalls, system hardening, and virtual private networks. 

Google employees who currently work in cybersecurity will guide you through videos, provide hands-on activities and examples that simulate common cybersecurity tasks, and help you build your skills to prepare for jobs. 

Learners who complete this certificate will be equipped to apply for entry-level cybersecurity roles. No previous experience is necessary.

By the end of this course, you will: 

- Describe the structure of different computer networks.

- Illustrate how data is sent and received over a network.

- Recognize common network protocols.

- Identify common network security measures and protocols.

- Explain how to secure a network against intrusion tactics.

- Compare and contrast local networks to cloud computing.

- Explain the different types of system hardening techniques.

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