Start from Scratch, Grow to Expert
No coding background? No problem. You’ll begin with Python basics and move to applying ML libraries to business data.
Kickstart Your Career in Data-Driven Intelligence
A practical ML Bootcamp designed for data enthusiasts and professionals- Master the tools and techniques used to build intelligent systems
- Work on real datasets and industry-relevant problems
- Learn Python, Supervised & Unsupervised ML and more
Predict, Optimize, and Stand Out as a Certified ML Expert
- Build a portfolio that shows your ability to solve real business problems
- Get access to mentorship, virtual internships, and expert career support
- Become job-ready with projects, assessments, and hands-on support
- Receive tailored interview coaching, CV rewrites, and more
Be Part of the Global Machine Learning Talent Pool
- The demand for ML professionals is booming and businesses need data-savvy minds. We’ll help you become one of them!
Next Cohort
January 15, 2026
Duration
8 weeks
Format
Live, Online
Next Cohort
January 15, 2026
Duration
8 weeks
Format
Live, Online
Why This Is the Most Effective Machine Learning Bootcamp for Data Professionals
Fast-track your career and become a data professional with ML skills that power systems across industries.
Key Features
No coding background required, ideal for aspiring data professionals and career switchers
Hands-on learning using Python, Scikit-learn, Pandas, and Jupyter Notebooks
Real-world projects: fraud detection, customer churn prediction, recommendation systems, and more
Globally recognized certification to showcase your ML and data modeling expertise
No coding background required, ideal for aspiring data professionals and career switchers
Hands-on learning using Python, Scikit-learn, Pandas, and Jupyter Notebooks
Real-world projects: fraud detection, customer churn prediction, recommendation systems, and more
Globally recognized certification to showcase your ML and data modeling expertise
Career-driven curriculum with portfolio development, CV revamp, and LinkedIn upgrades
Live instructor-led classes + flexible, self-paced content for all learning styles
Access to a dedicated ML Practice Lab for algorithm-building and model tuning
1-on-1 mentorship, weekly feedback loops, and live support from industry experts
Learn tools aligned with roles like Machine Learning Engineer, Data Scientist, and AI Analyst
Supportive learning community for peer collaboration, accountability, and growth
Mock interviews, job role mapping, and technical prep for ML hiring pipelines
Virtual internship and job assistance via our Placement Assistance Team (PAT)
Why is ML for Data Analysis One of the Most In-Demand Careers Right Now
Analyst Career Accelerator
ML skills transform analysts from reporters to predictive strategists, dramatically increasing value.
Growing Expectation
Employers increasingly expect data analysts to have foundational ML skills for advanced insights.
Salary Premium
Analysts with ML skills earn 20-30% more than those limited to traditional analytics methods.
Bridge to Data Science
ML for analytics is the natural stepping stone to full data science and AI engineering roles.
What You'll Learn and Get in this Job-Ready ML for Data Analysis Course
Robust ML Curriculum
Learn Regression, Classification, Clustering, and Time-Series Forecasting specifically applied to business analytics scenarios.
Join Live Weekly Classes
Learn from top instructors in real-time, with live demos, model building walkthroughs, and Q&A sessions to deepen your understanding.
Build Real-World Projects
You’ll complete 3–5 portfolio worthy projects such as customer segmentation, sales forecasting, and churn prediction models.
Who should enrol in this ML for Data Analysis course
Beginners
A practical entry point into Machine Learning without overwhelming theory.
Data Analysts
Upgrade your skill set from historical reporting to predictive analytics.
Business Professionals
Learn to use data to predict trends and make proactive decisions.
Freelancers
Offer advanced predictive insights that command higher rates.
Founders
Use ML to forecast growth and understand customer behavior.
Students
Bridge the gap between basic analytics and data science.
A practical entry point into Machine Learning without overwhelming theory.
ML for Data Analysis Syllabus
Learning Path
ML for Data Analysis Skills You'll Master
Technical Skills
Predictive Modeling
Classification & Regression
Model Evaluation
Professional & Career Skills
Business Insight Translation
Data-Driven Decision Making
Technical Skills
Predictive Modeling
Classification & Regression
Model Evaluation
Professional & Career Skills
Business Insight Translation
Data-Driven Decision Making
ML for Data Analysis Tools You'll Use And Master
Technical Skills
An Immersive Learning Experience With Ayonaire
Peer-To-Peer Engagement
Connect with fellow learners via our community channels. Exchange ideas and build lasting relationships, just like a real classroom, but better.
Flexi Learn
Missed a session? No worries. Access on-demand class recordings anytime, so you never lose your rhythm and always stay in sync with your peers.
Mentoring Sessions
Get personalized guidance from top mentors. Whether you need project support, doubt-clearing, or career advice, we’ve got your back with expert-led mentoring.
Learning Support
Our dedicated support team ensures your learning journey is smooth. Stuck somewhere? Need direction? We’re just a message away, always.
Real-World Industry Projects That Prepare You for the Job
Apply everything you learn through hands-on projects built from real-world scenarios across top industries.
Project 1: Predictive Analytics Model
Build predictive models for business analytics.
Project 2: Classification Use Case
Apply ML classification to real datasets.
Project 3: Model Evaluation
Evaluate and compare ML models.
Project 4: Analytics ML Deployment
Deploy ML models for analytics use cases.
Top Companies Hiring Machine Learning Analysts
Choose Your Learning Format
We understand that every learner is unique. That's why we offer two flexible formats to guide you with a clear path to global opportunities.
Live Instructor-Led Classes (Virtual)
Perfect if you prefer structured guidance, accountability, and real-time support.
You'll Get:
Weekly live classes with hands-on coding and project sessions
Real-time feedback and mentor access
Peer learning and project-based collaboration
Structured assignments and performance tracking
A strong community to keep you motivated
Self-Paced Learning
Ideal for professionals balancing work or students who learn independently.
You'll Get:
24/7 access to the complete course on our learning platform
Downloadable code, templates, and walkthroughs
Practical tasks that simulate real-world AI challenges
Support via community groups and periodic check-ins
Certificate of completion once you finish all milestones
Demand for Machine Learning Analysts is Increasing, Enroll to Transform Your Career
Demand for Machine Learning Analysts is Increasing, Enroll to Transform Your Career
Demand for Machine Learning Analysts is Increasing, Enroll to Transform Your Career
Demand for Machine Learning Analysts is Increasing, Enroll to Transform Your Career
Your Career Path After Completing This ML for Data Analysis Course
By the end of this course, you'll have job-ready skills that prepare you for multiple real-world Data roles.
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We Don't Just Teach You Data. We Help You Get Hired.
Our ML for Data Analysis Course Comes With Built-In Career Support To Help You Move From Learner To In-Demand Professional. Here's How We Do It.
Predictive Analytics Portfolio
Showcase projects where you moved beyond reporting to forecasting and prediction.
Interview as an Advanced Analyst
Demonstrate your ability to use ML to solve business problems better than traditional methods.
Share Predictive Insights
Write about how adding ML to your analytics workflow improved decision-making.
Hybrid Skillset Resume
Position yourself as a unicorn who knows both business analytics and machine learning.
Target Senior Analyst Roles
Apply for higher-paying roles that require predictive modeling capabilities.
Bridge the Gap
Network with both business stakeholders and data scientists as a translator.
Join The Global ML for Data Analysis Industry
From Billion-Dollar Startups To Government-Backed Innovation Hubs, Demand For Skilled Machine Learning Analysts Is Skyrocketing.
ML for Data Analysis Job Outlook & Industry Stats
Skill Upgrade
The #1 upskill path for Senior Data Analysts
Source:Coursera Impact Report
Predictive Era
Shift from descriptive to predictive analytics
Source:Forrester
Value Add
ML Analytics drives 20% higher ROI
Source:MIT Sloan Review
Strategic Role
Critical for forecasting and risk management.
Source:McKinsey Global AI Report
$95k – $145k
Premium for Analysts with ML skills
Source:Glassdoor, Levels.fyi
Global ML for Data Analysis Salary Insights
Location
Avg. Monthly Salary
United States
$7,000 - $11,500
United Kingdom
$4,500 - $8,000
Europe
$4,000 - $7,500
Remote Roles
$2,000 - $6,000
Source: Glassdoor, Levels.Fyi, PayScale, LinkedIn Jobs (2024)
Get Certified As A Machine Learning Analyst
After Completing Your Training And Projects, You'll Earn:
ML for Data Analysis Certificate (PDF & Badge)A Portfolio Of 3—5 ProjectsReadiness Approval For Internships, Freelance, Or Job SearchHear From Our Students
Our graduates are building careers, one skill at a time. Here's what they have to say about learning with Ayonaire.
456+
Customers Have GivenRating For Support
Average Rating 4/5
Simeon A.
@Simeon A.
Port Harcourt
“Before joining Ayonaire, I had never written a line of Python. Now I've built dashboards, written SQL queries, and landed my first freelance data analytics gig.”
Esther K.
@Esther K.
Nairobi
“This course didn't just teach me tools—it taught me how to think like a data professional. The live projects and career support were game changers.”
Chinedu M.
@Chinedu M.
Enugu
“I was skeptical about online learning, but this program felt like a real classroom. I got feedback, community, and results.”
Rebecca T.
@Rebecca T.
Accra
“Ayonaire helped me connect the dots—from data cleaning to storytelling. The instructors really cared, and the mentorship was top-notch.”
Michael O.
@Michael O.
Abuja
“The job prep module was exactly what I needed. My resume got shortlisted within two weeks of finishing the course, and I just landed a remote role!”
Fatima Z.
@Fatima Z.
Dakar
“The portfolio I built here gave me the confidence to start pitching clients. I'm now consulting for a fintech company—and it all started with Ayonaire.”
Blessing E.
@Blessing E.
Lagos
“I had tried other courses before, but Ayonaire gave me structure, mentorship, and a real sense of direction. It's the first time I felt seen and supported in my tech journey.”
Tunde A.
@Tunde A.
Kigali
“The certification helped me stand out, but it was the portfolio and project work that got me hired. Ayonaire's model really works if you follow through.”
Data Is The Future. So Are You.
Join The Next Generation Of Data Engineers Reshaping Industries. Get Trained. Get Hired.
How To Apply To The ML for Data Analysis Course
Getting Started On Your Data Journey With Ayonaire Is Easy, Clear, And Fully Online. Here's How To Begin.
1
Fill Out the Application Form
Select your preferred learning track (Live Virtual Classes or Self-Paced), share your details, and tell us your career goals so we can guide your journey from day one.
2
Choose a Payment Option That Works for You
You can pay in full or choose a flexible installment plan. We offer multiple secure payment methods to make enrollment seamless and accessible.
3
Get Onboarded and Meet Your Mentor
Once payment is confirmed, you’ll receive instant access to your learning portal, community group, onboarding materials, and your instructor’s welcome kit.
4
Begin Your Learning Journey
Start your training with live Zoom classes or self-paced content (coming soon). Engage in weekly sessions, hands-on projects, and mentorship as you build your skills.
1
Fill Out the Application Form
Select your preferred learning track (Live Virtual Classes or Self-Paced), share your details, and tell us your career goals so we can guide your journey from day one.
2
Choose a Payment Option That Works for You
You can pay in full or choose a flexible installment plan. We offer multiple secure payment methods to make enrollment seamless and accessible.
3
Get Onboarded and Meet Your Mentor
Once payment is confirmed, you’ll receive instant access to your learning portal, community group, onboarding materials, and your instructor’s welcome kit.
4
Begin Your Learning Journey
Start your training with live Zoom classes or self-paced content (coming soon). Engage in weekly sessions, hands-on projects, and mentorship as you build your skills.
Download Course Brochure
Download Our Full Brochure With Curriculum, Tools, And Mentorship Details.
Cost Of Admission
Get Full Access To All Training, Mentorship, Templates, Resources, And Certification.
Apply Now
Program Benefits
Live masterclass by Microsoft expertsAccess to the Microsoft Learn platform for certificationDevelop industry-ready skills in AI and machine learningReal-world projects with Microsoft’s cutting-edge toolsDedicated support for career growthUpcoming ML for Data Analysis Online Classes
Machine Learning Analyst
Type: Online
Date: January 1st
05:00PM - 7:00PM (WAT)
Type: NGN 1,46646
Ngn 1,236,678
*Valid Till January 15
Machine Learning Analyst
Type: Online
Date: January 1st
05:00PM - 7:00PM (WAT)
Type: NGN 1,46646
Ngn 1,236,678
*Valid Till January 15
Machine Learning Analyst
Type: Online
Date: January 1st
10:00AM - 12:00PM (WAT)
Type: NGN 1,46646
Ngn 1,236,678
*Valid Till January 15
Machine Learning Analyst
Type: Online
Date: January 1st
10:00AM - 12:00PM (WAT)
Type: NGN 1,46646
Ngn 1,236,678
*Valid Till January 15
Program Cohorts
ML for Data Analysis January 2026, Cohort 4th
1
Program Induction
3Dec.2026
20:00 PST
2
Regular Classes
6 Dec.2026 - 2 Ayg.2026
20:00 - 00:00 PST
Weekend
SaSu
Date
Time
Batch Type
1
Program Induction3Dec.2026
20:00 PST
2
Regular Classes6 Dec.2026 - 2 Ayg.2026
20:00 - 00:00 PST
Weekend
SaSu