Databricks Machine Learning Associate exam-day guide
Databricks Machine Learning Associate · Prepare for the day ahead.
Your checklist
Government-issued photo ID
Bring the physical original (passport or driver's license). The name must match the name on your exam registration exactly. Confirm with the provider which ID types are accepted for your region and whether a digital copy is allowed - most proctoring vendors require the physical document. [needs_review: confirm accepted ID types with the provider]
Appointment confirmation and testing-platform login
Have your exam appointment details and the credentials for the test-delivery platform (and your Databricks account, if the exam links to it) written down or stored where you can reach them without leaving the camera view.
System-readiness check completed in advance
Run the provider's system/browser compatibility test at least 24-48 hours before the exam and again on the morning of the test. Install any required secure-browser or proctoring agent beforehand, not at check-in time.
Webcam and microphone
Online-proctored exams generally require a working webcam and mic for the room scan and continuous monitoring. Confirm with the provider whether an external camera is required or a built-in one is acceptable. [needs_review: confirm hardware requirements with the provider]
Stable internet connection plus a backup
Wired or strong Wi-Fi, with a phone hotspot configured as a fallback. Know the provider's reconnect procedure in case the session drops mid-exam.
Power adapter and charged device
Plug in the laptop for the whole session. Do not rely on battery, even on a full charge.
Private, quiet, well-lit room
Four walls visible, door closed, no other people entering, no TV or background conversation. Sit facing the camera with your face and hands visible; overhead or front lighting so the proctor can see you clearly.
Clean desk and cleared surrounding area
Remove papers, books, sticky notes, second monitors, phones, smartwatches, and anything with writing on it from arm's reach before check-in. The proctor will ask for a 360-degree room scan.
Approved scratch materials - verify first
Many proctored technical exams allow only an erasable whiteboard/marker or an on-screen notepad, or nothing at all. Confirm with the provider what is permitted and whether a physical whiteboard must be shown and erased at the end. [needs_review: confirm scratch-paper/whiteboard policy with the provider]
Phone silenced and out of reach
Even if you use it as a hotspot, keep it out of arm's reach and tell the proctor in advance if it is being used for connectivity.
Closed background applications and notifications
Quit chat, email, sync clients, and screen-sharing tools and disable OS notifications. Unexpected pop-ups can be flagged as a policy violation.
Review of official exam guide domain weights
Re-read the published exam guide topic outline the day before so you know the weighting across Spark ML, MLflow, feature engineering/Feature Store, model deployment and serving, and AutoML/tuning; no new material, just orientation.
Plan the day
Re-confirm the appointment time and time zone, finish the system check, and print or note the technical-support contact. Do a final pass over your two weakest domains using your own notes and hands-on practice - no brand-new topics this late. Stop heavy study by the evening and protect a normal night's sleep.
Light review only: MLflow tracking vs. model registry, Spark ML Pipeline stages and evaluators, feature tables and lookups, and model serving/deployment basics. Verify your ID, charger, and login details are in one place. Clear and clean the testing room. Confirm the start time in your local time zone, and check the provider's reschedule/cancellation window in case of an emergency. [needs_review: confirm reschedule window with the provider]
Eat and hydrate before check-in; use the restroom first, since unscheduled breaks may not be permitted. Re-run the system test, reboot, close every other application, plug in power, and silence the phone. Log in 15-30 minutes before your slot to allow for ID verification, room scan, and proctor queue time.
Read each question twice - many items hinge on a single API detail, a parameter, or a 'which is BEST' qualifier. Answer easy items first, flag long code-reading or scenario items, and return to them. Watch the clock and set mental checkpoints at the one-third and two-third marks. Eliminate clearly wrong options before guessing; there is no penalty for a wrong answer, so never leave a question blank. If the connection drops or a proctor interrupts, stay calm, do not leave the camera view, and follow the provider's reconnect steps.
Note which domains felt weak while it is fresh - useful if you must retake - and follow the provider's stated timeline for official score reporting rather than assuming an on-screen result is final. [needs_review: confirm score-reporting process and retake policy with the provider]
Rules to check
Bring original government-issued photo ID with a name matching your registration exactly; entry will be refused otherwise. Confirm accepted ID types with the provider before exam day.
No phones, smartwatches, headphones, second screens, printed notes, or unauthorized scratch materials at your desk. Anything the proctor cannot see clearly may be treated as a violation.
Stay in the camera frame for the whole session. Announce and get approval before adjusting equipment, and do not let anyone enter the room.
Breaks are typically not offered on shorter associate-level exams, and the timer keeps running if one is granted. Confirm the break policy with the provider before you rely on it. [needs_review]
The exam is scored pass/fail against a passing standard set by the provider; individual question weights and the cut score are not published in detail, so aim well above a bare-minimum guess rate. Confirm the passing score and any scaled-scoring details with the provider. [needs_review]
Do not screenshot, record, copy, or discuss specific exam questions afterward - exam content is confidential under the provider's terms and violations can void your result and bar future certifications.
Retake eligibility, waiting periods, and any fees are set by the provider and vary by exam; check your certification terms rather than assuming a free immediate retake. [needs_review]
If you need to reschedule or cancel, do it inside the provider's stated window to avoid forfeiting your fee; confirm that window at booking. [needs_review]