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ACADEMIC CLOUD & COMPUTE LABS

Give every course governed access to GPUs, AI models, and cloud compute

GPUs, AI models, and cloud compute — delivered in the browser, no local setup

Governed access — budget, token, and spend controls, no raw API keys

Real environments for students, repeatable delivery for faculty, control for IT

SINCE 2012 - REAL LABS AT PRODUCTION SCALE

50M+
Learner labs launched
5M+
Learners
1M+
Learners in 2025
7K+
Institutions & organizations

Real technical environments without campus-scale overhead

Courses need more than readings and screenshots — they need GPUs, models, and compute.

Vocareum gives academic teams a governed way to deliver AI compute in the browser — with far less to manage.

REDUCES

Local setup Lab drift Support load Compute spend

Built for AI, data, and cloud coursework

One platform across AI courses, data science, cloud programs, and research compute.

AI, ML, and data science

Launch notebooks, GPUs, libraries, and governed AI model access — with token and budget controls — for hands-on AI, ML, and data science coursework.

GPU and research compute

Route coursework and research to governed GPU, CPU, on-prem, federal, or research infrastructure, with usage and spend controls.

Cloud computing courses

Give students scoped access to AWS, Azure, Google Cloud, and Databricks under policy and budget controls.

Also supports containers & Kubernetes, developer workspaces (VS Code, JupyterLab, RStudio, terminals), and Windows/Linux VMs and desktops when a course needs them.

Inside an academic lab environment

Each environment connects the learner workspace to the control layer academic teams need.

01

Launch through the course

Students enter through the LMS (Canvas, Blackboard, Moodle, or D2L) via LTI or SSO, with rosters and class dashboards, instead of managing their own accounts.

02

Provision the environment

Vocareum opens the notebook, GPU or CPU, AI model access, cloud account, container, VM, or toolchain the assignment needs — across public cloud, on-prem, and research infrastructure.

03

Control resources

Admins set budgets, token and spend caps, quotas, allowed services, session limits, idle timers, automated suspension, and teardown — per student, assignment, course, cohort, or program.

04

Support learners

In-lab AI assistance and governed model access help with setup, code, logs, errors, and explanations, without changing the course workflow.

05

Assess real work

Grade notebooks, code, deployments, cloud tasks, configurations, and projects — capturing completion, usage, and performance evidence, with grades flowing to the LMS gradebook.

06

Scale across programs

Reuse environments, course images, assignment templates, instructions, repos, and grading patterns across courses, sections, departments, and cohorts.

Example academic lab paths

Campus-wide AI notebook program

A department or campus gives students browser access to standardized notebook environments, GPU resources, and governed AI model access for AI and data coursework.

Cloud computing course

Each student receives a scoped cloud environment with budgets and allowed services. Vocareum monitors usage, supports the session, and tears resources down after the assignment.

Legacy lab replacement

An institution replaces local lab machines, Azure Lab Services, vCloud, or legacy VDI with browser-delivered workspaces, VMs, containers, desktops, and cloud labs governed through one platform.

Built for central IT and academic programs

One operating model for AI and compute delivery, for governance teams and faculty alike.

For central IT

Centralize identity, access, budgets, token/spend policy, class dashboards, and support across AI and compute courses.

For faculty

Deliver consistent AI and compute labs without writing setup guides, debugging laptops, or managing cloud accounts.

For students

Open the assignment in the browser and work in the same GPU, AI, and cloud environment as everyone else in the course.

For online programs

Run technical courses asynchronously without relying on learner hardware or unmanaged personal accounts.

For researchers

Provide governed access to advanced GPU, compute, and AI infrastructure for training and research.

For academic leadership

Expand AI, data, cloud, and computing programs while keeping spend, risk, and support load visible.

Trusted By Leaders In Cloud, AI, And Online Learning

“We’ve standardized on Vocareum’s education technology platform for our asynchronous, instructor-led and bootcamp courses, providing learners with hands-on, full-access experiences in Databricks. Each lab will have a guided experience to practice, develop data and AI skills.”

Rochana Golani

GVP, Learning & Enablement 

“Vocareum’s platform allows for smooth implementation of practical, real-world projects that enhance the learning experience.”

Jessica Gilmore

Senior Engagement Lead 

Udacity-logo-horiz-RGB

“Collaborating with Vocareum has been seamless, marked by their supportive team and platform’s scalability and reliability.”

Val Scarlata

AI Curriculum Lead

COMMON QUESTIONS

Frequently Asked Questions

Is this only for AI courses?

No — but it’s built for them. Academic Cloud & Compute Labs deliver GPUs, AI model access, notebooks, cloud accounts, and compute for AI, data science, and research — and can also support IDEs, containers, VMs, desktops, and databases when a course needs them.

Yes. Teams can reuse course images, lab patterns, instructions, tools, and assessment workflows across cohorts and sections.

Programs can set budgets and token/spend caps per student, assignment, course, cohort, or program, with automated suspension and teardown so nothing runs past its limit.

 

Yes. Vocareum supports LMS-connected delivery, including LTI launch patterns, rosters, class dashboards, and gradebook workflows where configured.

Yes. Vocareum can provide governed AI assistance and model access inside lab workflows without requiring learners to manage their own raw API keys while IT keeps token and spend controls.

Ready to govern academic AI compute?

Give students real GPUs, models,
and cloud without losing control.

Show us the courses, AI models, compute, and governance requirements you need to support. Vocareum can help you deliver it through one browser-based platform.