Best AI and Machine Learning Certifications in 2026
AI and machine learning credentials are attracting strong interest in 2026. This ranking leans toward demand and salary growth within AI-related paths.
How we ranked these certifications
We ranked these certifications using demand, salary upside, remote potential, and long-term career growth.
Quick picks
Best Overall
Best Beginner Pick
Best ROI
Best Remote Fit
Rankings
#1 · Databricks Data Engineer / ML Associate
Technology - AI/ML
Score: 0.62
Price: $200
Time: 2–4 mo study
Salary: $90k–$125k
Difficulty: 3
Demand: 5
Remote: 9
#2 · Microsoft Certified: Azure AI Engineer Associate
Technology - AI/ML
Score: 0.62
Price: $165
Time: 3–6 mo study
Salary: $95k–$130k
Difficulty: 3
Demand: 5
Remote: 9
#3 · TensorFlow Developer Certificate
Technology - AI/ML
Score: 0.62
Price: $100
Time: 3–6 mo study
Salary: $90k–$130k
Difficulty: 3
Demand: 5
Remote: 9
#4 · ACE Certified Personal Trainer
Sports - Personal Training
Score: 0.60
Price: $599–$799
Time: 3–6 mo
Salary: $40k–$75k
Difficulty: 3
Demand: 5
Remote: 8
#5 · AWS Certified Machine Learning – Specialty
Technology - AI/ML
Score: 0.60
Price: $300
Time: 3–6 mo study
Salary: $100k–$140k
Difficulty: 4
Demand: 5
Remote: 9
#6 · Google Cloud ML Engineer
Technology - AI/ML
Score: 0.60
Price: $200
Time: 3–6 mo study
Salary: $95k–$135k
Difficulty: 4
Demand: 5
Remote: 9
#7 · ISSA Certified Personal Trainer
Sports - Personal Training
Score: 0.60
Price: $799–$999
Time: 3–6 mo
Salary: $40k–$75k
Difficulty: 3
Demand: 5
Remote: 8
#8 · NASM Certified Personal Trainer (CPT)
Sports - Personal Training
Score: 0.60
Price: $699–$1,499
Time: 3–6 mo
Salary: $40k–$80k
Difficulty: 3
Demand: 5
Remote: 8
#9 · NSCA Certified Personal Trainer (NSCA-CPT)
Sports - Personal Training
Score: 0.60
Price: $340–$475
Time: 3–6 mo
Salary: $40k–$75k
Difficulty: 3
Demand: 5
Remote: 8
#10 · Blockchain Council Certifications (Ethereum, Hyperledger)
Technology - Blockchain
Score: 0.58
Price: $199–$499
Time: 2–4 mo study
Salary: $80k–$120k
Difficulty: 3
Demand: 4
Remote: 9
#11 · Certified Cryptocurrency Auditor (CCA)
Technology - Blockchain
Score: 0.58
Price: $300–$600
Time: 2–3 mo study
Salary: $85k–$120k
Difficulty: 3
Demand: 4
Remote: 9
#12 · Certified Blockchain Professional (CBP – EC-Council)
Technology - Blockchain
Score: 0.56
Price: $600–$800
Time: 3–6 mo study
Salary: $85k–$120k
Difficulty: 4
Demand: 4
Remote: 9
Quick comparison table
| Certification | Category | Price | Time | Difficulty | Demand | Remote |
|---|---|---|---|---|---|---|
| Databricks Data Engineer / ML Associate | Technology - AI/ML | $200 | 2–4 mo study | 3 | 5 | 9 |
| Microsoft Certified: Azure AI Engineer Associate | Technology - AI/ML | $165 | 3–6 mo study | 3 | 5 | 9 |
| TensorFlow Developer Certificate | Technology - AI/ML | $100 | 3–6 mo study | 3 | 5 | 9 |
| ACE Certified Personal Trainer | Sports - Personal Training | $599–$799 | 3–6 mo | 3 | 5 | 8 |
| AWS Certified Machine Learning – Specialty | Technology - AI/ML | $300 | 3–6 mo study | 4 | 5 | 9 |
| Google Cloud ML Engineer | Technology - AI/ML | $200 | 3–6 mo study | 4 | 5 | 9 |
| ISSA Certified Personal Trainer | Sports - Personal Training | $799–$999 | 3–6 mo | 3 | 5 | 8 |
| NASM Certified Personal Trainer (CPT) | Sports - Personal Training | $699–$1,499 | 3–6 mo | 3 | 5 | 8 |
| NSCA Certified Personal Trainer (NSCA-CPT) | Sports - Personal Training | $340–$475 | 3–6 mo | 3 | 5 | 8 |
| Blockchain Council Certifications (Ethereum, Hyperledger) | Technology - Blockchain | $199–$499 | 2–4 mo study | 3 | 4 | 9 |
| Certified Cryptocurrency Auditor (CCA) | Technology - Blockchain | $300–$600 | 2–3 mo study | 3 | 4 | 9 |
| Certified Blockchain Professional (CBP – EC-Council) | Technology - Blockchain | $600–$800 | 3–6 mo study | 4 | 4 | 9 |