About Certified Machine Learning Associate (CMLA) AI3020
The CMLA course lays a solid machine learning foundation for beginners. It explains algorithms, selection, and performance checks. Too many AI projects flop from weak fundamentals—this fills the gap with supervised/unsupervised learning and real cases, done practically. Sprintzeal's machine learning associate training preps you to join data teams, tackle ML tasks, and step up to advanced AI role Sprintzeal’s machine learning associate course equips you with the confidence to work with data science teams, contribute to ML projects, and prepare for more advanced roles in AI and machine learning.
Certified Machine Learning Associate (CMLA) AI3020 Key Features
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Hyderabad PK
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Course Agenda
Company Brochure
The machine learning associate training program governed by IABAC provides a structured understanding of how machine learning works in real-world environments. In this course, you won't just learn about how to code an ML model; but rather you'll learn how to build ML models, train, verify, and use them to solve real-world problems.
This course demonstrates the ways to train ML models using data, how algorithms find and learn to detect patterns within that data, and how those patterns can then be used to create predictions that will have an accuracy, reliability rating.
You'll also see many common business and industry applications of ML, as well as the ethical considerations facing ML and the importance of correct ML usage.
Certified Machine Learning Associate Course Description
The Certified Machine Learning Associate course offers a straightforward intro to machine learning—focusing on essentials, terms, and workflows, not heavy code or math. Learners grasp supervised vs. unsupervised methods, key algorithms conceptually, and how to evaluate/improve models. It covers limits, risks, and myths too. This machine learning associate certification balances ML strengths and pitfalls for tech and non-tech pros alike.
Machine Learning Associate Training Course Objectives
This machine learning associate certification targets six core goals:
- Grasp ML Fundamentals
See what machine learning means, how it beats traditional code, and its key uses. - Cover Supervised & Unsupervised Learning
Master classification, regression, clustering, and main approaches. - Understand Data's ML Role
Learn how data quality, features, and scale drive machine learning results. - Evaluate Models Effectively
Measure accuracy, performance, and limits clearly. - Spot Real-World ML Uses
Explore machine learning in finance, healthcare, retail, and tech. - Prep for Advanced AI Paths
Build foundations for deeper data science or ML certs.
After completing the Certified Machine Learning Associate (CMLA) certification, you will be able to:
- Explain machine learning concepts clearly and confidently
- Understand how ML models are trained and evaluated
- Identify suitable machine learning approaches for business problems
- Recognize strengths and limitations of ML systems
- Collaborate effectively on AI and data-driven projects
- Prepare for advanced roles in machine learning and AI
Machine learning knowledge is becoming a core requirement across industries. Professionals with a machine learning associate certification stand out by understanding how intelligent systems function and how they deliver value.
This certification supports roles such as:
- Data Analyst
- Junior Machine Learning Engineer
- Business Intelligence Professional
- AI / ML Project Coordinator
- Software and Technology Professionals
- Students and Career Switchers entering AI fields
This certification enhances collaboration with technical teams rather than replacing them.
Exam Pattern and Structure
- Exam Name: Certified Machine Learning Associate (CMLA)
- Exam Code: AI3020
- Format: Multiple-Choice Assessment
- Duration: 60 minutes
- Exam Mode: Online, Proctored
- Passing Score: As defined by IABAC standards
- Results: Issued within 7–10 working days
Complete Course Syllabus Breakdown
- Part 1: Introduction to Machine Learning
- Part 2: Machine Learning vs Traditional Programming
- Part 3: Supervised Learning Concepts
- Part 4: Unsupervised Learning Concepts
- Part 5: Data Preparation and Feature Basics
- Part 6: Model Evaluation and Performance Metrics
- Part 7: Machine Learning Applications Across Industries
- Part 8: Ethical Considerations and Responsible Machine Learning
Certification Validity and Renewal
The CMLA certification is valid for 3 years. IABAC encourages continuous learning to stay aligned with evolving machine learning practices. Your digital certificate is globally verifiable and easily shareable across professional platforms.
Prerequisites for Enrollment
- No prior machine learning experience required
- Basic understanding of data concepts is helpful
- Suitable for students, professionals, and career switchers
- Ideal for beginners entering AI and ML domains
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Participant Reviews
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Neetha Kotagiri 5
Jan 29th, 25
System Administrator/ at AGCO Corporation
PMP Training provided by Sprintzeal The training is amazing. Trainer Tammy is so good she is very understanding, Patient and very good teacher. She made the most difficult topics very easy. I loved training with her. Alex Wood from Sprintzeal who help me with the process of the enrollment was very good. Answered each and every concern of mine and was very helpful.
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Andy O'Meagher 5
Apr 28th, 25
IT Level 1 & 2 Support
I have attended ITIL® 4 Foundation by Sprintzeal that was really helpful to get introduction to the matter and get prepared to the exam. The trainer has demonstrated his ability to emphasize the most crucial points of ITIL 4, the communication was easy and straight forward, all the queries have been answered properly with real life examples.
Yasser Zubaidi 4
Apr 15th, 25
INTERNATIONAL BUSINESS DEVELOPMENT STRATEGIST & ARCHITECT
Mohmmad Erfan gave the course in a very professional way he simplified the subject and made it easy to grasp I definitely recommend Sprintzeal for PMP exam prepration.
Shaun McElrath 5
Feb 14th, 25
Senior Manager, IT Business Enablement & Success
Understood the ITIL concepts very clearly. The trainer's faculty was so polite and ground to earth while explaining the concept and answering all the questions asked by the participants.
Shaun McE. 5
Feb 26th, 25
Senior Manager, IT Business Enablement & Success
Bahwna was a wonderful trainer for the Foundation Certification course. Her approach is conversational and she makes sure to tie the concepts to "your world". She even makes you write concepts down! Based on her facilitation I'd recommend the course to others.
Nicole Gentz 5
Aug 5th, 25
Development Team Manager at Stoneridge Software
Tarun was honestly the best trainer/coach that I've had in 20 years in the IT profession. He covered the EA/TOGAF material and had real life examples to make everything completely understandable. He listened to my professional concerns and questions and offered advice/suggestions from his years of experience. He genuinely cared about my understanding and was truly a mentor in so many areas related to EA and beyond enterprise architecture. His willingness to share his experiences and his passion to help others grow was very evident and so appreciated. Thank you so very much for the awesome week!
Logan DeSanto 5
Jun 13th, 25
System Engineer
Overall Sprintzeal Comptia A+ was great, they helped me a lot just learning stuff I would have never learned otherwise, one way they could improve is by starting a bit earlier in IT, like just giving basic knowledge and vocabulary that we should know. Otherwise once we learned everything it was pretty easy to grasp.
Angela Bynum 5
Aug 13th, 25
Community Engagement Director at Arthritis Foundation
Great PMP course and instructor. Would highly recommend.
Anetra Doherty 5
Feb 17th, 25
SFL Career Counselor at Inverness Technologies
Kevin Davis Phenomenal instructor that provided actual conceptual scenarios that focused on the overall PMP concept that I could relate to in the corporate culture. He was very patient and determined to ensure we stayed on track w/ the focus of understanding the fundamentals of PMP.
Elaine Park 5
Jan 16th, 25
Senior Manager
The course content is comprehensive and invaluable! I gained key understandings that I wouldn't have gained studying on my own. The instructor is extremely knowledgeable in PMI and PMP, with expert experience in project management. They made hard concepts easy to access through simplified visuals and ample resources! I am confident that this course has prepared me well to succeed and pass the PMP test. I highly recommend this course.
No—it emphasizes machine learning concepts over coding or math.
Students, pros, or aspiring AI folks building ML foundations.
Yes, fully agnostic across machine learning tools and platforms.
Frequently Asked Questions
Structured, real-world lessons from expert instructors.
Yes—flexible and self-paced for pros.
Pass the assessment post-training for your global IABAC CMLA digital certificate.
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