Why Generative AI is transforming technology in Prompt Engineering / GenAI - Test Your Understanding

Practice - 5 Tasks

1fill in blank

easy

Complete the code to generate text using a simple generative AI model.

Prompt Engineering / GenAI

generated_text = model.[1](input_prompt)

Drag options to blanks, or click blank then click option'

Agenerate

Bpredict

Cclassify

Dtrain

Attempts:

3 left

💡 Hint

Common Mistakes

Using 'predict' instead of 'generate' because prediction is for classification tasks.

Using 'train' which is for model learning, not generating output.

The generate method is used to create new text based on the input prompt in generative AI models.

2fill in blank

medium

Complete the code to load a pretrained generative AI model.

Prompt Engineering / GenAI

model = GenerativeModel.[1]('pretrained-model-name')

Drag options to blanks, or click blank then click option'

Atrain

Bcompile

Csave

Dfrom_pretrained

Attempts:

3 left

💡 Hint

Common Mistakes

Using 'train' which starts training instead of loading.

Using 'save' which stores the model, not loads it.

The from_pretrained method loads a model that is already trained and ready to generate content.

3fill in blank

hard

Fix the error in the code to generate text with a maximum length.

Prompt Engineering / GenAI

output = model.generate(input_ids, max_length=[1])

Drag options to blanks, or click blank then click option'

Amaxlen

Bmax_length

C'max_len'

Dlength_max

Attempts:

3 left

💡 Hint

Common Mistakes

Using incorrect parameter names like 'max_len' or 'maxlen' which cause errors.

The correct parameter name is max_length to specify the maximum length of generated text.

4fill in blank

hard

Fill both blanks to create a dictionary of word counts from generated text.

Prompt Engineering / GenAI

word_counts = [1]((word, text.split().count(word)) for word in [2](text.split()))

Drag options to blanks, or click blank then click option'

Adict

Blist

Cset

Dtuple

Attempts:

3 left

💡 Hint

Common Mistakes

Using list instead of dict causes a list of tuples, not a dictionary.

Using list instead of set for unique words causes repeated counts.

We use dict to create a dictionary and set to get unique words for counting.

5fill in blank

hard

Fill all three blanks to filter generated sentences longer than 5 words and create a list of their lengths.

Prompt Engineering / GenAI

filtered_lengths = [len(sentence.split()) for sentence in sentences if len(sentence.split()) [1] [2] if len(sentence.split()) [3] 5]

Drag options to blanks, or click blank then click option'

A>

B5

C<

D==

Attempts:

3 left

💡 Hint

Common Mistakes

Using '<' or '==' which filter wrong sentences.

Mixing operators causing syntax errors.

The code filters sentences where the word count is greater than 5 and collects their lengths.

Practice

1. What is the main reason Generative AI is transforming technology?

easy

A. It only stores large amounts of data efficiently.

B. It can create new content automatically, saving time and effort.

C. It replaces all human jobs immediately.

D. It only works with numbers and calculations.

Solution

1. Step 1: Understand the core function of Generative AI

   Generative AI is designed to create new content automatically, such as text, images, or music.

2. Step 2: Compare options with this function

   Only It can create new content automatically, saving time and effort. describes this key feature, while others describe unrelated or incorrect ideas.

3. Final Answer:

   It can create new content automatically, saving time and effort. -> Option B

4. Quick Check:

   Generative AI creates content = A [OK]

Hint: Focus on content creation as the key feature [OK]

Common Mistakes:

• Thinking it only stores data
• Believing it replaces all jobs instantly
• Assuming it only does calculations

2. Which of the following is the correct way to describe Generative AI's role?

easy

A. Generative AI only analyzes existing data without creating anything new.

B. Generative AI is used only for simple math calculations.

C. Generative AI helps create new content like writing and art automatically.

D. Generative AI is a tool for storing large databases.

Solution

1. Step 1: Identify the role of Generative AI

   Generative AI is known for creating new content such as text, images, and designs automatically.

2. Step 2: Match the correct description

   Generative AI helps create new content like writing and art automatically. correctly states this role, while others describe unrelated or incorrect functions.

3. Final Answer:

   Generative AI helps create new content like writing and art automatically. -> Option C

4. Quick Check:

   Role = content creation = D [OK]

Hint: Look for 'creating new content' in the option [OK]

Common Mistakes:

• Confusing analysis with creation
• Thinking it only stores data
• Assuming it does only calculations

3. Consider this Python code simulating a simple Generative AI output process:

def generate_text(seed):
    return seed + ' world!'

output = generate_text('Hello')
print(output)

What will be printed?

medium

A. Hello

B. Hello world

C. world!

D. Hello world!

Solution

1. Step 1: Understand the function generate_text

   The function adds the string ' world!' to the input seed string.

2. Step 2: Apply the function to 'Hello'

   Calling generate_text('Hello') returns 'Hello world!'.

3. Final Answer:

   Hello world! -> Option D

4. Quick Check:

   Concatenate 'Hello' + ' world!' = 'Hello world!' [OK]

Hint: Check string concatenation carefully [OK]

Common Mistakes:

• Ignoring the added ' world!'
• Confusing output with input
• Missing the exclamation mark

4. This code tries to generate a list of AI-generated texts but has an error:

texts = []
for i in range(3):
    texts.append('Text ' + i)
print(texts)

What is the error and how to fix it?

medium

A. TypeError because 'i' is int; fix by converting i to string with str(i).

B. SyntaxError due to missing colon after for loop.

C. NameError because 'texts' is not defined.

D. No error; code runs fine.

Solution

1. Step 1: Identify the error in string concatenation

   The code tries to add a string and an integer, which causes a TypeError.

2. Step 2: Fix by converting integer to string

   Use str(i) to convert the integer i to a string before concatenation.

3. Final Answer:

   TypeError because 'i' is int; fix by converting i to string with str(i). -> Option A

4. Quick Check:

   String + int causes error; convert int to string [OK]

Hint: Remember to convert numbers to strings before concatenation [OK]

Common Mistakes:

• Ignoring type mismatch
• Thinking syntax is wrong
• Assuming variable is undefined

5. You want to use Generative AI to help design a logo automatically. Which approach best uses this technology?

hard

A. Train a model to generate new logo images based on examples you provide.

B. Manually draw logos and save them as files.

C. Use a calculator to measure logo dimensions.

D. Store existing logos in a database without changes.

Solution

1. Step 1: Understand Generative AI's application in design

   Generative AI can create new images by learning from example logos.

2. Step 2: Identify the option that uses AI generation

   Train a model to generate new logo images based on examples you provide. describes training a model to generate new logos, which fits the use of Generative AI.

3. Final Answer:

   Train a model to generate new logo images based on examples you provide. -> Option A

4. Quick Check:

   Use AI to generate new designs = A [OK]

Hint: Choose option involving AI creating new content [OK]

Common Mistakes:

• Confusing manual work with AI generation
• Thinking storing data is generation
• Using unrelated tools like calculators