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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Austin TX
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- We can deliver both In-Person or Live Online
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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!
Linda Parrish 5
Jun 19th, 25
Energy Contracts Administrator
Awesome CBAP Test Prep Course with Excellent Customer Service. In March 2019, select staff from two of our departments partnered up to undertake the CBAP Test Prep course offered by Sprintzeal. I learned the BABOK was difficult to comprehend until our trainer, Delilah Allison, explained the book's layout and the meaning behind each section. Her teachings enable me to grasp the Business Analysis concept (even though most of my tasks were in a project management world). Our Account Manager, Alex Wood, provided excellent customer service going above the call of duty to ensure our satisfaction. We did encounter some hiccups along the way which were either resolved or addressed in an expedited manner. Also, the price per person was reasonable compared to what was offered and what other companies offered. My overall experience with Sprintzeal is a positive one. I would definitely recommend the class. Source - Trustpilot
Judy Denny 5
Aug 14th, 25
Manager of Facilities Services Operations at University of Hartford Facilities Department
The support staff from Sprintzeal,Steve Jones, were very supportive in making this decision to take the PMP certification course. The course was very affordable and I was given an additional incentive to take another course which would supplement my knowledge which was the Agile course.
I was thinking about studying on my own for the exam but decided to sign up for the course on Sprintzeal to ensure that the material that I needed to study was accurate and efficient. I didn't want to waste anytime on taking the exam multiple times to pass due to being ill-prepared. The instructor Biswa, was great in covering what to know for the exam and I feel that the material he provided will prepare me to pass the exam my first time with confidence. Thank you for this opportunity and I look forward to taking more certification courses through Sprintzeal.
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Sumit Verma 5
Mar 14th, 25
Senior IT Project Manager
Course name: ITIL® 4 Foundation
The trainer addressed each and every doubt/concerns raised by the group. He also ensured the entire course material is covered during this 2 days session. displayed solid communication skill and subject expertness. Thank you very much.
Massoud Howayeck 5
Mar 19th, 25
Operations Manager at US Army
The instructor is very knowledgeable, very professional and friendly. we asked a lot of questions, he gave us a lot of tips and advice. Great materials, it covered everything. Thumbs up. Source - Trustpilot
Marc Yost 5
Jan 13th, 25
Account Executive at Kymera
This class was extremely helpful. Our instructor Estephania did a great job of explaining the material and answering questions we had.
Indigo Yarkindell 5
Aug 13th, 25
IT Engineer
Sprintzeal provides broad in depth security+ training that will enhance your computer security awareness. Their class, training materials, and labs provide all the study materials for the test certification and the have answered all of our questions and input.
James Johnson 5
Feb 19th, 25
Fleet mechanic and supervisor at U.S. Army
PMP Bootcamp Learned so much during the 4-day training PMP Bootcamp. Had an amazing instructor (Gabbi), who shared the first-hand experience of what we could expect working as a certified PMP.
Lance Meyer 5
Apr 1st, 25
Network Administrator
Great practical application and 1-1 training
The training was virtual and thus I was expecting a 'room' full of people. However it was just the instructor (Sonu Verma) and I. This made it much easier to tailor the instruction to my background and learning style and to go faster through material that I was already comfortable with.
Archana Kalwani 5
May 23rd, 25
Business Analyst at Allianz Partners
I have completed my six sigma green belt training. The admin staff, support team and the trainer were very helpful and flexible. The trainer was very good and helped understand the concepts well. Thank you for all the support.
Kevin Henderson 5
Jul 7th, 25
U.S. Army Command Sergeant Major
Overall an excellent training opportunity. Dani is not only well versed in teaching from the PMBOK but more importantly, he has real-world experience which aided my understanding of the presented material. As a newcomer in project management, Dani was able to communicate in a manner in which I could easily understand the subject matter without diminishing the rest of the students learning opportunities. The only area that I asses that needs adjustment is that the slide used to conduct the class are not available for student download. It would be helpful if the course material was made available in order to better prepare for the exam.
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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