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CompTIA DataAI+

Applying AI and machine learning techniques to data problems, with governance and evaluation. Work through the topics from the start of the list to the end. Readiness is calculated from your recorded study, labs, practice, quizzes and troubleshooting.

Overall readiness

0%

Status

Not Started

Topics

3

Recommended study time

26h 50m

Exam readiness: CompTIA DataAI+

Not started — Nothing recorded for this certification yet. Study one topic and the score starts moving.

80 points to the 80% exam-ready bar

0 of 3 topics finished · 26h 50m of study left

About 9 weeks away — roughly November 2026, at your planned 180 minutes a week.

Study path

Start with the groundwork, then core skills, then the advanced material.

START HERE

Plain-language groundwork. Begin here if the certification is new to you.

CORE SKILLS

The main body of the certification: the skills the exam tests most.

Reading and watching

Official material from the vendors themselves. Links open in a new tab.

READ

Worked examples

The calculations and procedures this certification expects you to perform, shown step by step with practice items.

Read and set Linux file permissions

A script shows as -rwxr-xr-- . What are its numeric permissions, and what command would make it rwxr-x---?

  1. 1. Split the stringIgnore the leading file-type character, then take three groups: owner rwx, group r-x, others r--.
  2. 2. Score each groupread = 4, write = 2, execute = 1. Owner 4+2+1 = 7. Group 4+0+1 = 5. Others 4+0+0 = 4.
  3. 3. Read the numberThe permissions are 754.
  4. 4. Build the targetrwx = 7, r-x = 5, --- = 0, so the goal is 750.

Answer: -rwxr-xr-- is 754; chmod 750 script.sh produces rwxr-x---. A 'Permission denied' on your own script is usually a missing execute bit (chmod +x).

Now you try

  • What is rw-r--r-- numerically?

  • What does chmod 600 key.pem allow?

  • Which command changes the owning user?

Size virtual machines on a host

A host has 16 GB RAM and 8 CPU cores. How many 4 GB lab VMs can safely run at once?

  1. 1. Reserve for the hostThe host operating system and hypervisor need their own memory — reserve about 4 GB.
  2. 2. Divide what remains16 − 4 = 12 GB available. 12 ÷ 4 = 3 VMs.
  3. 3. Check CPUCores can be oversubscribed; memory generally cannot. Two virtual CPUs each across 3 VMs is 6 of 8 cores — comfortable.
  4. 4. Check diskDynamically expanding disks grow over time; confirm free space on the host volume before you build.

Answer: Three 4 GB VMs. Memory is the hard limit: overcommit it and the host swaps to disk and everything crawls.

Now you try

  • Same host, VMs need 6 GB each. How many?

  • Why does a container need less memory than a VM?

  • Which resource can you safely oversubscribe?

Build a command line pipeline

Find every failed SSH login in /var/log/auth.log and count them per source address.

  1. 1. Filter the linesgrep 'Failed password' /var/log/auth.log narrows thousands of lines to the ones that matter.
  2. 2. Extract the fieldPipe into awk '{print $(NF-3)}' to pull the source IP from each line.
  3. 3. Group themsort groups identical addresses together; uniq -c then counts each group.
  4. 4. Rank themsort -nr puts the noisiest address at the top.

Answer: grep 'Failed password' /var/log/auth.log | awk '{print $(NF-3)}' | sort | uniq -c | sort -nr — each command does one job and the pipe passes text along.

Now you try

  • How would you keep the output for a ticket?

  • Which command shows a log as it is being written?

  • What does | actually do?

Prioritise a support queue

Four tickets arrive at once. Which do you take first?

  1. 1. List impact and urgencyA: one user's mouse. B: the finance team of 12 cannot print payroll, due today. C: a director's laptop is slow. D: the shared file server is offline for everyone.
  2. 2. Score impactImpact is how many people are stopped: D = whole site, B = 12, A and C = 1 each.
  3. 3. Score urgencyUrgency is how time-bound it is: B has a same-day deadline; C has none beyond annoyance.
  4. 4. Combine, do not let seniority decidePriority = impact × urgency. Rank: D, B, then A (blocking one person's work) then C (degraded, still working).

Answer: D, B, A, C — and set expectations with everyone in the queue. A job title is not a priority level; a documented matrix is what you defend the order with.

Now you try

  • One user cannot log in at all versus ten users with slow email. Which first?

  • What do you do with the ticket you cannot start yet?

  • What goes in the ticket when you close it?

Practice exam

Randomly generated from 36 questions. Written answers are graded on the idea, not on exact wording.

CompTIA DataAI+ practice exam

20 randomly generated questions drawn from 36 in the CompTIA DataAI+ bank.

Multiple Choice
Troubleshooting
Short Answer
Scenario

20 questions. Question order and eligible choice order change with every attempt, and answers are saved as you work.

Practice

A fresh selection of practical work each time you generate.

  • Scenario: PowerShell administration, Linux shells, remote support, network…scenario
  • Teach back: how command line fundamentals worksteach back
  • Teach back: how it career overview worksteach back
  • Incident record: A command may not exist in the…incident
Open the practice workspace

CompTIA DataAI+ (DY0-001)

Applying AI and machine learning techniques to data problems, with governance and evaluation.

Status: Not Started — no evidence recorded yet

Knowledge readiness

0%

Practical readiness

0%

Troubleshooting readiness

0%

Retention

0%

Quiz performance

0%

Lab completion

0%

Practice completion

0%

Overall readiness

0%

Domain readiness

Weak domains are listed first.

  • AI Foundations

    0%

    1 objective · no evidence yet · weak

  • Data Preparation

    0%

    1 objective · no evidence yet · weak

  • Model Evaluation

    0%

    1 objective · no evidence yet · weak

  • Deployment

    0%

    1 objective · no evidence yet · weak

  • Governance

    0%

    1 objective · no evidence yet · weak

Exam objectives

Objectives are editable data. Edit, add or remove them and readiness recalculates.

  • 1.1Explain model types, training data and inferenceAI Foundations · no mapped topic yet
  • 2.1Prepare, label and validate data for model useData Preparation · 1 mapped topic(s)
  • 3.1Interpret accuracy, bias and drift measuresModel Evaluation · no mapped topic yet
  • 4.1Explain serving, monitoring and cost of AI workloadsDeployment · 1 mapped topic(s)
  • 5.1Apply responsible-use, privacy and audit requirementsGovernance · 1 mapped topic(s)

Exam result

IT PATH never marks an exam as passed. You confirm the result yourself.

No exam results recorded.