Next-token prediction
How a language model writes: score every possible next token, pick one, repeat.
In machine learning,
Most likely next tokens
- gradient0.38
- a0.24
- models0.17
- data0.12
Discover
What can these systems do, and where do you fit? Start with a free workshop, or let PathFinder map your background to a starting point.
Zyvora Academy teaches artificial intelligence and data science to working professionals, career changers and teams. Twelve programs built as one connected curriculum, learned through projects and reviewed by practitioners.

8 programs
From machine learning foundations to language models, agents and the platforms that run them in production.

4 programs
From first analyses to rigorous statistics, data engineering and the dashboards leaders act on.
How a language model writes: score every possible next token, pick one, repeat.
In machine learning,
Most likely next tokens
Signals flow layer by layer. Weights decide how strongly each node excites the next.
Training is a ball rolling downhill on the loss surface. Click anywhere to drop it there.
Assign each point to its nearest centre, move the centres, repeat until nothing changes.
Illustrations for learning, not live models. Numbers shown are examples.
Four lengths, each with a different purpose. We only offer a program at the lengths its subject needs.
3months
Add one specific, in-demand skill to the expertise you already have.
How it runs, in order
3 programs run at this length, including MLOps & AI Deployment and LLMs & RAG Systems.
See the full comparisonWeekly sessions are scheduled for your time zone and recorded. Self-paced lessons sit between them, so a busy week never sets you back.
Live cohort, hybrid or self-paced, depending on the program.

You write real code each week in hosted notebooks, against real datasets and real tools. Watching is never the assignment.
Every module ends in something that runs.

Mentors who do this work for a living review what you build, in writing, against rubrics published before you start.
Mentor format varies by journey length.

Projects and a capstone panel decide your credential, not attendance. Each one carries a unique ID anyone can verify.
Professional credentials, not academic degrees.


Zyvora for Teams
Private cohorts, custom pathways and leadership briefings, with progress reporting for the people funding the seats.
Founding cohorts open soon.
Intake dates and tuition are published program by program. The list hears first.
Mentors are selected for production experience in what they teach. Profiles appear once each background is verified.
How we select mentorsStories and showcases will be published with permission and verified details, once founding cohorts complete.
Our stories policyNo countdown timers and no invented deadlines. Each program shows its intake once it's scheduled.
How admissions worksEvery credential has a unique ID and a public verification page.
Verify a certificate