Career paths in GenAI - Interactive Code Practice

Practice - 5 Tasks

1fill in blank

easy

Complete the code to identify the main role responsible for building AI models.

Prompt Engineering / GenAI

role = '[1]'  # This role builds and trains AI models

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

AUX Designer

BData Scientist

CProduct Manager

DAI Researcher

Attempts:

3 left

💡 Hint

Common Mistakes

Choosing roles that focus on product or design instead of AI model creation.

The AI Researcher is mainly responsible for building and training AI models.

2fill in blank

medium

Complete the code to assign the role that manages AI product development.

Prompt Engineering / GenAI

role = '[1]'  # This role plans and oversees AI product features

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

AProduct Manager

BData Engineer

CAI Researcher

DData Scientist

Attempts:

3 left

💡 Hint

Common Mistakes

Confusing with technical roles that build models or data pipelines.

The Product Manager manages the development and delivery of AI products.

3fill in blank

hard

Fix the error in the code to correctly assign the role responsible for preparing data for AI models.

Prompt Engineering / GenAI

role = '[1]'  # This role builds data pipelines and cleans data

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

AAI Researcher

BProduct Manager

CData Engineer

DData Scientist

Attempts:

3 left

💡 Hint

Common Mistakes

Choosing roles that analyze data rather than prepare it.

Data Engineers build and maintain data pipelines and prepare data for AI models.

4fill in blank

hard

Fill both blanks to create a dictionary mapping roles to their main focus in GenAI.

Prompt Engineering / GenAI

role_focus = {'AI Researcher': '[1]', 'Product Manager': '[2]'}

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

Abuilding models

Bmanaging product development

Ccleaning data

Ddesigning user interfaces

Attempts:

3 left

💡 Hint

Common Mistakes

Mixing technical tasks with managerial or design tasks.

AI Researchers focus on building models, while Product Managers focus on managing product development.

5fill in blank

hard

Fill all three blanks to create a dictionary mapping roles to their key responsibilities in GenAI.

Prompt Engineering / GenAI

role_responsibilities = {
  '[1]': 'builds and trains AI models',
  '[2]': 'prepares and cleans data',
  '[3]': 'plans AI product features'
}

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

AAI Researcher

BData Engineer

CProduct Manager

DUX Designer

Attempts:

3 left

💡 Hint

Common Mistakes

Confusing UX Designer with technical or managerial roles.

AI Researchers build models, Data Engineers prepare data, and Product Managers plan product features.

Practice

1. Which career path in Generative AI focuses on creating new AI models and improving their algorithms?

easy

A. Research Scientist

B. AI Product Manager

C. Ethics Specialist

D. UX Designer

Solution

1. Step 1: Understand the role of a Research Scientist

   A Research Scientist in GenAI works on developing new AI models and improving algorithms.

2. Step 2: Compare with other roles

   AI Product Managers focus on managing AI products, Ethics Specialists focus on responsible AI use, and UX Designers focus on user experience, not model creation.

3. Final Answer:

   Research Scientist -> Option A

4. Quick Check:

   Model creation = Research Scientist [OK]

Hint: Model creation means Research Scientist role [OK]

Common Mistakes:

• Confusing product management with research
• Thinking UX Designers build AI models
• Assuming Ethics Specialists create algorithms

2. Which of the following is the correct job title for someone who designs how users interact with AI systems?

easy

A. Data Engineer

B. Ethics Specialist

C. AI Researcher

D. UX Designer

Solution

1. Step 1: Identify the role focused on user interaction

   UX Designers focus on designing user interfaces and experiences for AI systems.

2. Step 2: Eliminate unrelated roles

   Data Engineers handle data pipelines, AI Researchers develop models, and Ethics Specialists focus on AI fairness and responsibility.

3. Final Answer:

   UX Designer -> Option D

4. Quick Check:

   User interaction design = UX Designer [OK]

Hint: User experience design means UX Designer [OK]

Common Mistakes:

• Mixing data roles with design roles
• Confusing AI Researcher with UX Designer
• Assuming Ethics Specialists design interfaces

3. Consider this code snippet representing a simplified AI team structure:

team = ['Research Scientist', 'Data Engineer', 'UX Designer', 'Ethics Specialist']
roles = {role: len(role) for role in team}
print(roles['Data Engineer'])

What is the output of this code?

medium

A. 13

B. 14

C. 11

D. 12

Solution

1. Step 1: Understand the dictionary comprehension

   The code creates a dictionary with role names as keys and their string lengths as values.

2. Step 2: Calculate length of 'Data Engineer'

   'Data Engineer' has 13 characters including the space.

3. Final Answer:

   13 -> Option A

4. Quick Check:

   Length of 'Data Engineer' = 13 [OK]

Hint: Count characters including spaces for string length [OK]

Common Mistakes:

• Counting without spaces
• Miscounting characters
• Confusing role names

4. The following code tries to assign roles to team members but has an error:

team = ['Research Scientist', 'Data Engineer', 'UX Designer']
assignments = {'Alice': team[0], 'Bob': team[1], 'Charlie': team[3]}
print(assignments)

What is the error and how to fix it?

medium

A. SyntaxError due to missing quotes; fix by adding quotes around team names

B. IndexError because team[3] doesn't exist; fix by using team[2] instead

C. KeyError because 'Charlie' is not a valid key; fix by adding 'Charlie' to team

D. TypeError because assignments is not a dictionary; fix by using list instead

Solution

1. Step 1: Identify the error in indexing

   team has 3 elements indexed 0,1,2. Accessing team[3] causes IndexError.

2. Step 2: Fix the index to valid range

   Change team[3] to team[2] to correctly assign 'Charlie' to 'UX Designer'.

3. Final Answer:

   IndexError because team[3] doesn't exist; fix by using team[2] instead -> Option B

4. Quick Check:

   Index out of range = IndexError [OK]

Hint: Check list indexes start at 0 and max is length-1 [OK]

Common Mistakes:

• Using invalid index beyond list length
• Confusing KeyError with IndexError
• Assuming syntax error instead of runtime error

5. You want to build a GenAI team for a new product. Which combination of roles best covers model creation, user experience, and ethical AI use?

hard

A. Research Scientist, Data Engineer, AI Product Manager

B. Data Engineer, AI Product Manager, UX Designer

C. Research Scientist, UX Designer, Ethics Specialist

D. UX Designer, Ethics Specialist, Marketing Specialist

Solution

1. Step 1: Identify roles for model creation, UX, and ethics

   Research Scientist builds AI models, UX Designer handles user experience, Ethics Specialist ensures responsible AI.

2. Step 2: Evaluate options for coverage

   Research Scientist, UX Designer, Ethics Specialist includes all three needed roles. Others miss one or more key areas.

3. Final Answer:

   Research Scientist, UX Designer, Ethics Specialist -> Option C

4. Quick Check:

   Model + UX + Ethics = Research Scientist, UX Designer, Ethics Specialist [OK]

Hint: Pick roles covering model, UX, and ethics together [OK]

Common Mistakes:

• Ignoring ethics role
• Choosing roles without model creation
• Confusing product management with ethics