Zinaxi Insights
Learning Strategy
How to Build a Learning Plan That Produces Real Results
A practical system for turning a course into consistent weekly progress.
Ideas, tools and career strategies
Practical insights from instructors and industry professionals.
Zinaxi Insights
Freelancing
From Beginner to Freelance-Ready: What Your Portfolio Must Prove
A portfolio should demonstrate thinking, quality, communication and delivery—not just screenshots.
Zinaxi Insights
Data Science
Five Machine Learning Mistakes New Practitioners Should Avoid
Avoid leakage, weak validation and misleading metrics in your first machine learning projects.