AI & Machine Learning Programs Abroad — 2026 Guide
A breakdown of the strongest AI/ML Master's programs abroad and what admissions committees are actually looking for this cycle.
Exam Preparation
Format breakdowns, score requirements, and prep strategies for every major study-abroad exam — plus guided coaching from Sukhada's exam experts.
The world's most widely accepted English proficiency test for study, work, and migration.
An internet-based English test widely accepted across North America and Europe.
A fully computer-delivered, AI-scored English test known for fast turnaround.
A short, adaptive, at-home English test now accepted by over 1,000 universities.
The standard academic aptitude test for Master's and PhD admissions, especially in the US.
The benchmark aptitude test for MBA and business Master's admissions worldwide.
The primary standardized test for undergraduate admissions in the United States.
A curriculum-based standardized test accepted by every four-year college in the United States.
The official benchmark for Japanese proficiency, required for study and work visas in Japan.
The globally recognized German proficiency certificate accepted by German universities and embassies.
France's official French proficiency diplomas, required for most French university admissions.
| Score | Level | What It Means |
|---|---|---|
| 9 | Expert User | Full operational command of the language |
| 8 | Very Good User | Occasional inaccuracies in unfamiliar situations |
| 7 | Good User | Typical requirement for competitive Master's programs |
| 6.5 | Competent User | Common minimum for most UG/PG admissions |
| 6 | Competent User | Minimum accepted by many budget-friendly universities |
| Score | Level | What It Means |
|---|---|---|
| 110–120 | Advanced | Highly competitive for top-tier universities |
| 100–109 | Strong | Comfortably meets most graduate program cut-offs |
| 80–99 | Good | Accepted by a wide range of universities |
| 60–79 | Basic | Minimum threshold for many undergraduate programs |
| Score | Level | What It Means |
|---|---|---|
| 79–90 | Excellent | Meets requirements for top Australian and UK universities |
| 65–78 | Good | Typical minimum for most PG programs |
| 50–64 | Moderate | Accepted by many undergraduate and pathway programs |
| Score | Level | What It Means |
|---|---|---|
| 130–160 | Advanced | Competitive for highly selective universities |
| 110–125 | Proficient | Meets most graduate admission requirements |
| 95–105 | Moderate | Accepted by many undergraduate programs |
| Score | Level | What It Means |
|---|---|---|
| 325+ | Highly Competitive | Strong for top-ranked US graduate programs |
| 310–324 | Competitive | Solid for most reputed Master's programs |
| 295–309 | Average | Acceptable for a wide range of universities |
| Score | Level | What It Means |
|---|---|---|
| 655+ | Top Tier | Competitive for the highest-ranked MBA programs |
| 605–654 | Strong | Solid for most well-ranked business schools |
| 555–604 | Average | Accepted by a broad range of MBA programs |
| Score | Level | What It Means |
|---|---|---|
| 1450+ | Highly Competitive | Strong for Ivy League and top-tier US colleges |
| 1200–1449 | Competitive | Solid for a wide range of reputed universities |
| 1000–1199 | Average | Accepted by many state and mid-tier universities |
| Score | Level | What It Means |
|---|---|---|
| 34+ | Highly Competitive | Strong for the most selective US colleges |
| 28–33 | Competitive | Solid for a wide range of reputed universities |
| 20–27 | Average | Accepted by many state and mid-tier universities |
| Score | Level | What It Means |
|---|---|---|
| N1 | Advanced | Required for most university admissions and professional roles |
| N2 | Upper Intermediate | Common minimum for many undergraduate programs |
| N3–N5 | Beginner–Intermediate | Suitable for foundation-level and pathway programs |
| Score | Level | What It Means |
|---|---|---|
| C1–C2 | Advanced | Required for most direct university admission without a foundation year |
| B2 | Upper Intermediate | Common minimum for many Bachelor's and Master's programs |
| A1–B1 | Beginner–Intermediate | Suitable for pathway and foundation-year programs |
| Score | Level | What It Means |
|---|---|---|
| DALF C1–C2 | Advanced | Exempts you from a language test at most French universities |
| DELF B2 | Upper Intermediate | Common minimum for direct entry to Bachelor's programs |
| DELF A1–B1 | Beginner–Intermediate | Suitable for pathway and foundation-year programs |
Not sure which exam fits your destination and timeline? Compare them side by side.
| Exam | Type | Duration | Validity | Fee | Best For |
|---|---|---|---|---|---|
| IELTS | Language | 2h 45m | 2 Years | ₹16,250 | UK, Canada |
| TOEFL iBT | Language | ≈2h | 2 Years | ₹18,300 | USA, Canada |
| PTE Academic | Language | ≈2h | 2 Years | ₹16,900 | Australia, UK |
| Duolingo English Test | Language | ≈1h | 2 Years | ₹5,400 | USA, UK |
| GRE | Aptitude | ≈1h 58m | 5 Years | ₹18,300 | USA, Canada |
| GMAT Focus | Aptitude | ≈2h 15m | 5 Years | ₹22,900 | USA, UK |
| SAT | Aptitude | ≈2h 14m | Best used within 2–3 years | ₹5,000 | USA, select Canadian universities |
| ACT | Aptitude | ≈2h 55m | Best used within 2–3 years | ₹5,400 | USA, select Canadian universities |
| Japanese Language | Language | ≈2h | No expiry (most institutions prefer recent scores) | ₹3,500 | Japan |
| German Language | Language | ≈2h 30m | No expiry | ₹9,500 | Germany, Austria |
| Franch Language | Language | ≈2h 15m | No expiry | ₹8,500 | France, Belgium |
Common questions students ask before choosing and preparing for an exam.
It depends on your destination and comfort level. IELTS is the most universally accepted, TOEFL is common for US-focused applications, and PTE is popular for Australia, UK, and New Zealand thanks to its fast AI-based results. Our counselors can help you pick based on your target universities.
Most English proficiency tests (IELTS, TOEFL, PTE, Duolingo) are valid for 2 years. Academic aptitude tests like GRE and GMAT are valid for 5 years. The SAT doesn't officially expire, but most universities prefer scores from within the last 2–3 years.
Yes. Most exams allow unlimited retakes, though some have a mandatory waiting period between attempts (for example, a few days for IELTS and PTE). Universities typically consider your best score, so a retake is often worth it if you're close to a cut-off.
Self-preparation can work if you're already confident with English or quantitative reasoning and are disciplined with mock tests. Structured coaching helps most students improve faster by identifying weak areas early and providing exam-specific strategies, especially for speaking and writing sections.
Aim to start 3–4 months before your application deadline. This gives you time for focused preparation, at least one retake if needed, and buffer time for score reporting to reach your chosen universities before their deadlines.
Take a free diagnostic mock test with Sukhada's exam experts and get a personalized prep roadmap for your target score.
A closer look at some of the institutions our students are applying to right now.
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Oxford
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A rotating shortlist our counsellors flag as genuinely worth the paperwork.
A breakdown of the strongest AI/ML Master's programs abroad and what admissions committees are actually looking for this cycle.
The merit and need-based awards our counsellors recommend most often, and how to build a strong application for each.
Why we built Sukhada around mentors instead of sales targets — and what that means for the advice you actually get.
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