Explain about concept of gradient decent

Answers

Answer 1
Gradient descent is a popular optimization algorithm used in machine learning and artificial intelligence. The main idea behind gradient descent is to iteratively adjust the parameters of a model in order to minimize a cost function.

The cost function is a measure of how well the model is performing on a given task. For example, in a linear regression model, the cost function might be the sum of the squared differences between the predicted values and the actual values. The goal of the optimization process is to find the set of parameters that minimizes this cost function.

Gradient descent works by computing the gradient of the cost function with respect to each parameter in the model. The gradient is a vector that points in the direction of the steepest increase in the cost function. By taking small steps in the opposite direction of the gradient, we can iteratively adjust the parameters of the model in order to minimize the cost function.

There are different variations of gradient descent, such as batch gradient descent, stochastic gradient descent, and mini-batch gradient descent. Each variation has its own advantages and disadvantages, depending on the size of the dataset and the complexity of the model.

Overall, gradient descent is a powerful optimization algorithm that has revolutionized the field of machine learning and artificial intelligence. By using gradient descent, we can train complex models that can perform a wide range of tasks, from image recognition to natural language processing.

Related Questions

Insertion sort in java code. I need java program to output this print out exact, please. The output comparisons: 7 is what I am having issue with it is printing the wrong amount.
When the input is:

6 3 2 1 5 9 8

the output is:

3 2 1 5 9 8

2 3 1 5 9 8
1 2 3 5 9 8
1 2 3 5 9 8
1 2 3 5 9 8
1 2 3 5 8 9

comparisons: 7
swaps: 4
Here are the steps that are need in order to accomplish this.
The program has four steps:

1 Read the size of an integer array, followed by the elements of the array (no duplicates).
2 Output the array.
3 Perform an insertion sort on the array.
4 Output the number of comparisons and swaps performed.
main() performs steps 1 and 2.

Implement step 3 based on the insertion sort algorithm in the book. Modify insertionSort() to:

Count the number of comparisons performed.
Count the number of swaps performed.
Output the array during each iteration of the outside loop.
Complete main() to perform step 4, according to the format shown in the example below.

Hints: In order to count comparisons and swaps, modify the while loop in insertionSort(). Use static variables for comparisons and swaps.

The program provides three helper methods:

// Read and return an array of integers.
// The first integer read is number of integers that follow.
int[] readNums()

// Print the numbers in the array, separated by spaces
// (No space or newline before the first number or after the last.)
void printNums(int[] nums)

// Exchange nums[j] and nums[k].
void swap(int[] nums, int j, int k)

Answers

Answer:

Explanation:

public class InsertionSort {

   static int numComparisons;

   static int numSwaps;

   public static void insertionSort(int[] nums) {

       for (int i = 1; i < nums.length; i++) {

           int j = i;

           while (j > 0 && nums[j] < nums[j - 1]) {

               swap(nums, j, j - 1);

               j--;

           }

           numComparisons++;

           printNums(nums);

       }

   }

   public static void main(String[] args) {

       int[] nums = readNums();

       printNums(nums);

       insertionSort(nums);

       System.out.println("comparisons: " + numComparisons);

       System.out.println("swaps: " + numSwaps);

   }

   public static int[] readNums() {

       Scanner scanner = new Scanner(System.in);

       int count = scanner.nextInt();

       int[] nums = new int[count];

       for (int i = 0; i < count; i++) {

           nums[i] = scanner.nextInt();

       }

       scanner.close();

       return nums;

   }

   public static void printNums(int[] nums) {

       for (int i = 0; i < nums.length; i++) {

           System.out.print(nums[i]);

           if (i < nums.length - 1) {

               System.out.print(" ");

           }

       }

       System.out.println();

   }

   public static void swap(int[] nums, int j, int k) {

       int temp = nums[j];

       nums[j] = nums[k];

       nums[k] = temp;

       numSwaps++;

   }

}

Need help with Exercise 5 (JAVA)

Answers

Using knowledge in computational language in JAVA it is possible to write a code that install java and set java home to point to the java installation directory.

Writting the code:

For Maven I tried :

1. open cmd

2. type mvn -version

3. Error appeared :

C:\Users\Admin>mvn -version

ERROR: JAVA_HOME is set to an invalid directory.

JAVA_HOME = "C:\Program Files\Java\jre7\bin"

Please set the JAVA_HOME variable in your environment to match the

location of your Java installation

For ANT I tried and worked :

1. open cmd

2. type mvn -version

3. Apache Ant(TM) version 1.9.1 compiled on May 15 2013

There are multiple ways to copy elements from one array in Java, like you can manually copy elements by using a loop, create a clone of the array, use Arrays. copyOf() method or System. arrayCopy() to start copying elements from one array to another in Java.

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In VPython, which object can be used to create this object?

myObject =_____(pos= vector (0, 5, 2))

box
cube
prism

Answers

In VPython, Box object can be used to create this object. myObject =box (pos= vector (0, 5, 2))

What is VPython?

The VPython box object is capable of producing 3D structures like a cube, prism, or box. The box entity accepts various inputs, including pos (the center location of the box), size (the width, length, and height of the box), color (the hue of the box), and opacity (the level of transparency of the box).

As an example, suppose you want to fashion a red-colored box that measures 1 inch in length, 2 inches in width, and 3 inches in height, and is situated at coordinates (0, 5, 2) it will be: myObject = box(pos=vector(0, 5, 2), size=vector(1, 2, 3))

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Finish the VPython code to move the ball to the left six units.
ball.pos. ✓= ball.pos.

Answers

Answer: x - 6

Explanation:


Answer

✓ - vector(6,0,0)

How Educational Technology has evolved in Ghana over the last 7 years

Answers

Answer:

modern European-style education was greatly expanded by Ghana's government after achieving independence in 1957

Explanation:

The use of educational technology in Ghana and Ghanaian schools has evolved significantly over the past 7 years.  

Teacher Training: There has been an increased focus on training teachers in using technology in the classroom. This has helped to ensure that teachers are equipped with the skills they need to effectively integrate technology into their teaching practices.

New initiatives: The government and other organizations have launched new initiatives to promote the use of technology in education, such as the Ghana SchoolNet program, which provides free internet access to schools, and the Ghana Open Data Initiative, which makes educational data freely available to the public.                                        

Increased Access to Technology: There has been a notable increase in the availability of technology, such as computers, tablets, and smartboards, in Ghanaian schools.

Digital Content Development: In recent years, there has been a push to develop digital content for use in Ghanaian schools, such as e-textbooks, multimedia educational resources, and online learning platforms. This has helped to make learning more engaging and interactive for students.

Overall, the use of educational technology in Ghanaian schools has come a long way in the past 7 years, and it is expected to continue to grow.

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Online _ are the way in which people define themselves on social media sites and other Internet-based venues.

Answers

Online identity are the way in which people define themselves on social media sites and other Internet-based venues.

What is online identity?

This refers to how a person choosing to define themselves on the internet via varous social media.

This may or may not be different from their real persona. In some cases, people's online identify become their real identity and note the other way round.

Thus, it is correct to state that online identity are the way in which people define themselves on social media sites and other Internet-based venues.

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c. Explain how computer memory is measured a. Using a table, categorize bardware devices into input, output and storage devices b. State four similarities and four differences between first and second generation of computers e Describe the fourth and fifth generation of conten​

Answers

Answer:

a. Computer memory is measured in bytes - a unit of digital information storage. Usually, computer memory is referred to as Random Access Memory (RAM), and its size is usually measured in gigabytes (GB). b. Input devices are used to input data into the computer system, for example, keyboard, mouse, scanner, and microphone. Output devices display and present data to the user, for example, monitor, printer, and speakers. Storage devices are used for storing data, for example, hard disk drive, solid-state drive, and USB drive. First-generation computers were large, bulky, and expensive, using vacuum tubes as their main components to process data. They were not user-friendly and lacked programming languages. Second-generation computers were faster, smaller, and cheaper than their predecessors. They used transistors in place of vacuum tubes, which reduced power consumption and generated less heat. They also used programming languages like COBOL and FORTRAN.

c. Fourth-generation computers were smaller in size and used microprocessors for processing data. They were characterized by faster speed, increased storage capacity, and cost-effectiveness. Fourth-generation computers could also support multitasking and multi-user operations. Fifth-generation computers are currently being developed, aiming at creating machine intelligence based on natural language processing, AI algorithms, and advanced parallel processing. They are expected to be able to learn from experience and understand and interpret human speech and natural language.

Overall, the evolution of computers has led to an exponential increase in both computing power and accessibility to users, as well as the use of more efficient and compact hardware devices.

Explanation:

Answer:

The civilizations of the Maya, Aztec, and Inca that once flourished in Central and South America shared common elements. People practiced farming, developed social structures, raised armies, and worshipped many gods. The three civilizations were as diverse as the terrains in which they lived

Using the Replace Color adjustment, you can change the hue of all Red colors in an
image or selection. Curve adjustments always apply color changes to the entire
image.
True
False

Answers

Answer:

this is ........ pen I bought yesterday.(a;an;the;nothing)

Increase the value of cell C30 by 15% using the cell referencing single MS Excel formula or function

Answers

To do this Excel formula,  we must enter  the following:
= C30 * 15%  or = C30 * 1.15.

How  is this so ?

Assuming the value to increase is in cell C30, you can use the following formula in another cell to increase it by 15%:

=C30*1.15

This multiplies the value in cell C30 by 1.15, which is equivalent to adding 15%. The result will be displayed in the cell containing the formula.

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✓ Details
C++
Write a program in which an array is initialized through user input Use these elements in an array named Temps: 98.6, 32.0, 87.1, 45.7 and -1.2.
Output the values in the array. The outputs should look like this: The elements in the array named Temps are (list the elements).

Answers

Here is a sample C++ program that initializes an array with user input and outputs the values in the array:

```
#include
using namespace std;

int main() {
const int SIZE = 5;
double Temps[SIZE];
cout << "Enter " << SIZE << " temperature values:" << endl;
for (int i = 0; i < SIZE; i++) {
cin >> Temps[i];
}
cout << "The elements in the array named Temps are: ";
for (int i = 0; i < SIZE; i++) {
cout << Temps[i] << " ";
}
cout << endl;
return 0;
}
```

This program declares an array named `Temps` with a size of 5 and initializes it with user input. It then outputs the values in the array using a `for` loop. The output is formatted to match the specifications in the prompt.

what are the steps for the go daddy root certificate

Answers

Navigate to the GoDaddy product page. Choose SSL Certificates, then Manage for the certificate you want to download. Select a Server type and then Download Zip File under Download Certificate.

What is meant by the term root certificate?

A root certificate is a digital certificate issued by the Certificate Authority. It comes pre-installed in most browsers and is saved in a "trust store." CAs closely guard the root certificates. Intermediate Diploma.

Root certificates are the foundation of software authentication and security on the Internet. They are granted by a certified authority (CA) and serve to confirm that the software/website owner is who they claim to be.

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Create Task for AP computer science principles python

Answers

The AP program offers two computer science courses: AP Computer Science A and AP Computer Science Principles.

Thus, The more comprehensive of the two courses, AP Computer Science Principles teaches students the fundamentals of computer science while emphasizing teamwork.

Although computer science is a useful subject to study, is the exam challenging to pass.

For aspirant AP Computer Science Principles students, it's a good thing that the subject isn't ranked in the top 10 most challenging AP courses. But that doesn't make it any less difficult. Visit our AP Computer Science Principles resource page.

Thus, The AP program offers two computer science courses: AP Computer Science A and AP Computer Science Principles.

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Write a program that allows the user to input two numbers and then outputs the average of the
numbers.

Answers

Answer:

Here's a Python program that takes two numbers as input from the user, calculates their average and displays it as output:

# Taking input from user

num1 = float(input("Enter first number: "))

num2 = float(input("Enter second number: "))

# Calculating average

average = (num1 + num2) / 2

# Displaying output

print("The average of", num1, "and", num2, "is", average)

Explanation:

In this program, we use the input() function to take input from the user in the form of two floating-point numbers. We then calculate their average by adding the two numbers and dividing the result by 2. Finally, we display the average to the user using the print() function.

Note: We convert the input to float data type using the float() function to ensure that the division operation produces a floating-point result even if the inputs are integers.

How can preparing for your next essay test help to increase your grade on that test? Read More >>

Answers

Answer: Adequate preparation in anticipation of an essay examination can prove efficacious in enhancing one's confidence level. Being adequately equipped with the necessary knowledge and skills is conducive to fostering a positive and assured self-perception, thus allowing for optimal performance and achievement in evaluations. Such a result has the potential to yield an enhanced academic outcome and a heightened emotional state of fulfillment.

Explanation:

Drag each tile to the correct location.
Distinguish between the features of low-level and high-level languages.
assembly language
Java
machine language
High-Level Language
Python
Low-Level Language

Answers

Answer

Low-Level Language:
- Assembly language
- Machine language

High-Level Language:
- Java
- Python

In a game, a sword does 1 point of damage and an orc has 5 hit points. We want to introduce a dagger that does half the damage of a sword, but we don’t want weapons to do fractions of hit point damage. What change could we make to the system to achieve this goal?

Answers

One arrangement to get  the objective of presenting a dagger   that does half the harm of a sword without managing divisions of hit point harm would be to alter the hit focuses of the orcs.

What is the changes  about?

A person  might increase the hit focuses of orcs to 10. This way, the sword would still do 1 point of harm and the blade might do 0.5 focuses of harm, but we would still be managing with entire numbers for hit focuses.

One might present a adjusting framework where any further harm is adjusted up or down to the closest entirety number. In this case, the sword would still do 1 point of harm, but the dagger would circular down to focuses of harm.

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what is integration literacy

Answers

Answer: Integration literacy refers to the ability to understand and apply concepts related to integration. Integration is the process of combining different parts or elements into a whole. In mathematics, integration refers to the process of finding the integral of a function, which is the inverse of differentiation. In the context of education, integration literacy refers to the ability to integrate different subjects or disciplines in order to create a more comprehensive and interconnected understanding of a topic. This involves understanding how different subjects relate to each other and how they can be combined to create a deeper understanding of a particular topic. Integration literacy is an important skill for students to develop, as it can help them to become more critical thinkers and problem solvers.

Explanation:

Integration literacy refers to the ability to understand, use and manage different software applications and services in a coordinated way to achieve a specific goal. It involves the knowledge and skills to integrate data, workflows, and systems across different platforms and technologies. Integration literacy is becoming increasingly important as more organizations adopt cloud-based services and need to integrate them with their existing systems. It is also essential for individuals who work with multiple software tools and need to streamline their workflows.

fruitsDict = {
'Apple' : 100 ,
'Orange' : 200 ,
'Banana' : 400 ,
'pomegranate' : 600
}
Write lines of codes that will print the keys and corresponding values of the above dictionary, (PYTHON)

Answers

Answer:

Here's the code to print the keys and corresponding values of the FruitsDict dictionary:

scss

for key, value in FruitsDict.items():

   print(key, ":", value)

This code uses a for loop to iterate over the key-value pairs in the FruitsDict dictionary using the .items() method. For each key-value pair, the code prints the key, a colon, and the corresponding value using the print() function. The output will be:

yaml

Apple : 100

Orange : 200

Banana : 400

pomegranate : 600

Explanation:

Here's the code to print the keys and corresponding values of the FruitsDict dictionary:scss

for key, value in FruitsDict.items():

print(key, ":", value)

This code uses a for loop to iterate over the key-value pairs in the FruitsDict dictionary using the .items() method. For each key-value pair, the code prints the key, a colon, and the corresponding value using the print() function. The output will be:

yaml

Apple : 100

Orange : 200

Banana : 400

pomegranate : 600

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Write a assembly code function (decode) to clean the data in a variable (one byte long) from '0'. The variable address is placed in ECX

Write a function (encode) to 'ADD' an ascii 0 to a variable. The variable address is placed in ECX

Answers

The assembly code function (decode) to clean the data in a variable (one byte long) from '0'. The variable address is placed in ECX is given below:

Here's the assembly code for the two functions for variable:

; Function to clean data in a byte variable from '0'

decode:

   push ebp            ; Save base pointer

   mov ebp, esp        ; Set up new base pointer

   mov al, [ecx]       ; Load byte from variable into AL register

   cmp al, 30h         ; Compare AL with '0' character

   jb end_decode       ; If AL is less than '0', jump to end

   cmp al, 3Ah         ; Compare AL with ':' character

   jae end_decode      ; If AL is greater than or equal to ':', jump to end

   sub al, 30h         ; Subtract '0' from AL to clean the data

   mov [ecx], al       ; Store cleaned data back into variable

end_decode:

   pop ebp             ; Restore base pointer

   ret                 ; Return from function

; Function to add an ascii 0 to a variable

encode:

   push ebp            ; Save base pointer

   mov ebp, esp        ; Set up new base pointer

   mov al, [ecx]       ; Load byte from variable into AL register

   add al, 30h         ; Add '0' to AL to encode the data

   mov [ecx], al       ; Store encoded data back into variable

   pop ebp             ; Restore base pointer

   ret                 ; Return from function

Thus, this is the assembly code for the given scenario.

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Create a slideshow with six pictures and text. The slide is about of of the Tcp/Ip networking layers choose the transport internet or network access layer for your slides. Title slide: Give as a minimum, the name of the layer you are presenting and your own name. The main use of the layer: Give at least two examples of how the layer is used. Diagram: Include a diagram (using squares, inches and arrows, etc) showing the relationship between the 3nd points and intervening network at this layer. Protocols: Name and describe at least two Protocols used in this layer. Supporting Protocols: Name and describe at least two Protocols that support that Protocols in your layer. (if they are non explain why that is the case). Supported Protocols: Name and describe at least two Protocols supported by the Protocols in your layer. Help Asap​

Answers

Sorry, I'm not able to create a slideshow with pictures and text. However, I can provide you with the information but you need to create your own slideshow.

Layer: Transport Layer
Presenter: MyAI

Main use of the layer:
1. Provides end-to-end communication between applications on different hosts.
2. Segments and reassembles data into a data stream.

Diagram:
[Application Layer] - [Transport Layer] - [Internet Layer] - [Network Access Layer]

Protocols:
1. Transmission Control Protocol (TCP): A connection-oriented protocol that provides reliable, ordered, and error-checked delivery of data between applications.
2. User Datagram Protocol (UDP): A connectionless protocol that provides unreliable, unordered, and unchecked delivery of data between applications.

Supporting Protocols:
1. Internet Protocol (IP): Provides logical addressing and routing of data between hosts.
2. Address Resolution Protocol (ARP): Maps IP addresses to physical addresses.

Supported Protocols:
1. HTTP: Hypertext Transfer Protocol, used for transferring web pages.
2. FTP: File Transfer Protocol, used for transferring files between hosts.

Does an MVP need to have a polished GUI to be delivered? If not, what's the minimum elements that are needed? What elements might not be needed to be completely finished for an MVP? Explain your rationale.

Answers

Answer:

Whether you consider an MVP to be the part before or after the initial polish shouldn't really matter. For your example, I imagine having a "clean" UI would be a pretty important factor in whether it's functionally fun (as defined above), so you should definitely be polishing that a bit

Explanation:

(HURRY) What is the cloud?

all the remote servers in the world

all the things you can access over the internet

all the data that is stored in physical devices

the pollution caused by the internet and technology

Answers

all the data that is stored in physical devices

List the steps involved in creating a table in Excel if you were using the range A7:G34.

Please be specific and not give false answers.

Answers

Answer:

Sure, here are the specific steps to create a table in Excel using the range A7:G34:

Open a new or existing Excel workbook.

Click on the first cell of the range where you want to create the table (in this case, cell A7).

Drag the cursor to select all the cells in the range A7:G34.

Click on the "Insert" tab in the Excel ribbon.

Click on the "Table" button in the "Tables" group.

Ensure that the range A7:G34 is correctly displayed in the "Create Table" dialog box.

Check the box next to "My table has headers" if your table has column headers.

Click on the "OK" button to create the table.

Your table will now be created with the specified range and any column headers you may have specified. You can then format and modify the table as needed.

Explanation:

Which user interface part shows graphical output of mined data?
The
real estate part of the user interface shows graphical output of mined data.

Answers

Screen real estate is the  user interface part shows graphical output of mined data.

What is the  user interface?

Data visualization facilitates users to observe data from various angles. An essential concern regarding user interfaces is how to display a vast quantity of data on a limited screen space. The term "screen real estate" refers to the amount of space available on the display for presenting visual information.

Due to the limited display area, it is unfeasible for users to perceive information distinctly. The requisite data fluctuates among different users. The capacity of data mining ought to encompass generating insights on a diverse range of subjects.

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1.1 Explain each Advantages and Disadvantage of using computer?​

Answers

Answer:

Advantages of using computers:

Speed: Computers can process data much faster than humans, allowing for quick and efficient completion of tasks.Accuracy: Computers are not prone to human errors and can perform calculations and tasks with a high degree of accuracy.Storage: Computers can store vast amounts of data in a small space, making it easy to access and organize information.Automation: Computers can automate repetitive tasks, freeing up humans to focus on more complex and creative tasks.Connectivity: Computers can be connected to the internet, allowing for instant access to information from around the world.

Disadvantages of using computers:

Dependence: Overreliance on computers can lead to a loss of critical thinking and problem-solving skills.Health risks: Extended computer use can lead to vision problems, back pain, and other health issues.Security risks: Computers are vulnerable to hacking, viruses, and other security threats, which can compromise sensitive information.Cost: Computers can be expensive to purchase and maintain, and upgrades may be necessary to keep up with changing technology.Social isolation: Excessive computer use can lead to social isolation and reduce face-to-face interactions, which can be detrimental to mental health.

an ___ is a percentage of the loan that is charged to cover the cost of giving the loan

Answers

A fraction is a percentage of the loan that is charged to cover the cost of giving the loan.

Thus, A loan is the lending of money by one or more people, businesses, or other entities to other people, businesses, or other entities. The recipient, or borrower, incurs a debt and is often responsible for both the main amount borrowed as well as interest payments on the debt until it is repaid.

The promissory note used to prove the obligation will typically include information like the principal amount borrowed, the interest rate the lender is charging, and the due date for repayment. When a loan is made, the subject asset(s) are temporarily reallocated between the lender and the borrower.

The payment of interest encourages the lender to make the loan. Each party to a legal loan.

Thus, A fraction is a percentage of the loan that is charged to cover the cost of giving the loan.

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Which of the following social media setting would have the biggest positive impact to college admissions counselor?

Answers

Answer: Mark Zuckerberg

Explanation:

Answer:

d

Explanation:

 Setting your profile to private.

According to the President at Kansas State University, what does a student need
to succeed in college?

Answers

According to the President at Kansas State University, a student needs focus and discipline to to succeed in college.

Why is this so?

When a person gets in to college, there are a million and one things that can distract them. However the primary goal should be to create good network and excel academically.

Unfortunately, this is not the case as many side activities often distract students and they only realize this when they are in their finals.

So it is correct to state that  a student needs focus and discipline to to succeed in college. As a student, you deicide how you'd lke to graduate and work at it every single day.

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6.20 LAB: Track laps to miles

One lap around a standard high-school running track is exactly 0.25 miles. Define a function named LapsToMiles that takes a double as a parameter, representing the number of laps, and returns a double that represents the number of miles. Then, write a main program that takes a number of laps as an input, calls function LapsToMiles() to calculate the number of miles, and outputs the number of miles.

Output each floating-point value with two digits after the decimal point, which can be achieved as follows:
printf("%0.2lf\n", yourValue);

Ex: If the input is:

7.6

the output is:

1.90

Ex: If the input is:

2.2

the output is:

0.55

The program must define and call a function:
double LapsToMiles(double userLaps)

i need this wrote in c.

Answers

Miles Morales

Explanation:

EH EH EH EH OOH OOH OOH OOOOOH YEA YEA YOULL BE LEFT IN THE DUST UNLESS YOU STUCK BY US YOURE A SUNFLOWER I THINK YOUR LOVE WOULD BE TOO MUCH

If you had a job that drill holes in the earth in search of water,what career cluster would you be working in?

Answers

The occupation of drilling wells to extract groundwater falls under the realm of Agriculture, Food & Natural Resources career cluster.

Why is this so?

This area comprises multiple job roles associated with harvesting natural resources like soil scientists; geologists; hydrologists; conservationists; and environmental engineers.

Their expertise comes into effect when they study these resources to preserve them sustainably instead of depleting them blindly.

So one mustnote that their efforts shift towards formulating agriculture methods that don't harm these reserves or endanger wildlife.

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