Career
AI, machine learning and data science, explained simply
What AI, machine learning, generative AI and data science mean, the jobs behind them, and which one a fresh graduate should learn first.
2026-10-17 / 3 min read
Read the articleArticles
Articles.
How things work, how the roles differ and how people move between them. Written by the Ticker Academy team.
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5 articles
Career
AI engineering and data science: how the two jobs differ
Both jobs work with data and AI models, but they answer different questions. What each job does, the skills it needs and how to choose between them.
2026-10-17 / 3 min read
Read the articleCareer
How to move from software engineering into AI engineering
You already build software. What carries over, what is new, and an order to learn it in, with one project to build that proves you can do the job.
2026-10-17 / 4 min read
Read the articleManagement
What managers should ask before approving an AI project
Seven plain questions that show whether an AI project is ready to start, and what a good answer to each one sounds like. No technical knowledge needed.
2026-10-17 / 3 min read
Read the articleForward Deployed Engineering
Why a demo is not a deployment
A demo shows that something can work once. A deployment has to work every day, on real data, inside another company's rules. Six gaps lie between the two.
2026-10-17 / 3 min read
Read the articlePrograms
Choose your program.
Then apply.
Every program shows the skills you learn and the job you train for.