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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Mode Of Training
Sydney NSW
Corporate Training
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- Flexible pricing options
- 24x7 learner assistance and support
- We can deliver both In-Person or Live Online
- Pay after the training completion
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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
Your career is our goal. We care for your professional empowerment. Don’t take it from us. Find out what our participants say about our service!
Tim Heverin 5
Feb 13th, 25
Systems Engineer
Taking the CISSP class has helped to prepare me for the exam. Munavwar is an excellent trainer and has helped me to expand my knowledge in this area. Having the class recorded was very helpful so that I can go back and review material. This was much better than just reviewing slides. The thing that I most enjoyed was really expanding upon my own experience and applying it to the learning material. I highly recommend Munavwar when training for the CISSP exam.
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Lori Coleman 5
Jul 18th, 25
Lead Instructor for FSPCA for Human Food Curriculum
I was very apprehensive to take this class on-line.
The instructor was great. Very knowledgeable and helpful with all questions.
Sarfaraj Alam 5
Jun 5th, 25
Network Security Engineer L3
Course Name: ITIL V4 Foundation
It was a great learning experience overall. The training session was very interactive with every question answered.Highly recommended.
David Smith 4
May 14th, 25
Telecommunications Administrator
Paul did a great job explaining AWS in great detail. He was informative in recommending test strategies. The only thing I would request is that the course documentation be updated a bit. Paul informed us that the lag time between class and test is significant, but it would be nice if we can improve this area.
Margaret Tanner Glover 5
Jun 4th, 25
CMMI Certified V2.O and V1.3 High Maturity Lead Appraiser/ Instructor. Scaled Agile Framework PC, Certified DevOps, CSM
I found my instructor and the coordinator Alex Wood very easy to work with. They were VERY accommodating to my schedule, and I was very happy with the training, the presentation of the material and the quizzes that the instructor walked the class through at the end of each Chapter. I will take another class from them again.
Ron Barness 5
Jan 17th, 25
Founder/Solar Energy Developer at Sunshine Daydream LLC
Jason Saetrum review Sprintzeal's 4-day PMP Testing course with Jason Saetrum was excellent. Jason brings to life the core principles while drilling down the key formulas and fundamental distinctions of the PMP. He is passionate about the PMBOK and constructs the whole "world" of the PMP. I highly recommend this course and Jason Saetrum.
Tony Mathew 5
Feb 5th, 25
Senior Program Manager
The training was very worthwhile and Mahesh the trainer was extremely knowledgeable. He provided real-world examples that assisted greatly. The content was well written, understandable and valuable. I would highly recommend this company and class for others. Lastly, the sign-up and coordination for the class was good as well.
Lon Chin 5
Mar 5th, 25
Ass't Director - IT Security at US GAO
CISA Review - Good class and instructor. Would recommend.
Shaikh Rahman 5
Jan 6th, 25
Senior Cloud Network Security Engineer
It was an excellent live online training session. The Trainer ‘Munawar Ahmed Shaikh’ is an interactive person, and he has lots of industrial experience. He used to explain the project reference that he did on the industry that helped to understand the different CISSP domains.The training session was through GoToMeeting, and it interrupted the session. The trainer spent time troubleshooting the GoToMeeting, and why the drawing board was not displayed on the screen, voice breaks during the sessions. Sprintzeal should change GoToMeeting for better live online training sessions. I highly recommend ‘Munawar Ahmed Shaikh’ for CISSP training.
Christi Sifri 4
Jun 14th, 25
CHIEF NURSE EXECUTIVE | GLOBAL CLINICAL PROGRAM DIR ORG & STAFF LEADERSHIP | CLINICAL RESEARCH| REGULATORY COMPLIANCE
Dani is a very knowledgeable project manager, with real-life experiences and stories. He was able to take the slides provided by Sprintzeal and know if they were from PMBOK 5 or PMBOK 6, what was enhanced, what was deleted, and apply an example that made sense to the topic. Dani's biggest challenge was the GoToMeeting process and landing back on the slide deck after providing additional information to teach a particular point. It is challenging to teach people on different coasts, but he was able to and respect the time difference.
Review of Sprintzeal: Alex reached out to me and walked me through the entire registration process, answering all of my questions and there were many. I was supposed to have a live class, but because I ended up being the only person that did not cancel they transferred me into an on-line class and have offered an additional class to make up for that. I received my PMBOX 6 book ahead of class and found everything very straight forward. I hope that the three mock tests and assistance in completing my application are as clear and efficient as the rest of this has been.
I have 4 stars for the slide reading and technical challenges to date.
Thank you - Christi
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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