We are sharing a small but important update regarding how course materials and source codes for the PINNs Masterclass are accessed.

Earlier, when our course platform did not support direct file downloads, source codes and supplementary materials for the PINNs Masterclass were shared via Google Drive links. This was a platform limitation at the time.

The platform now fully supports direct downloads. As a result, all PINNs Masterclass course materials and source codes are currently available for instant download directly inside the course dashboard itself. No external links are required.

Going forward, the PINNs Masterclass course dashboard should always be treated as the primary and most up-to-date source for all materials. This ensures that everyone accesses the latest versions without version mismatches or missing updates as the course evolves.

If a student specifically prefers access via Google Drive, we can try to arrange temporary access. However, Drive-based materials may not always reflect the latest updates, and real-time synchronization cannot be guaranteed. For this reason, the dashboard version should be considered authoritative.

We still maintain backup links internally for rare situations such as platform outages, access synchronization issues, or emergency recovery. If any situation requires a temporary switch back to external links, all PINNs Masterclass students will be informed clearly.

If you are unable to locate any specific material inside the course dashboard, please reach out through the official course support or the Telegram group mentioned on the PINNs Masterclass course page. These are the quickest and most reliable channels for course-related assistance.

For any course-related questions or access issues, please use the official course support channels or the Telegram group mentioned on the PINNs Masterclass course page. Queries posted on unrelated YouTube videos may be missed.

This update does not affect lifetime access or future updates promised as part of the PINNs Masterclass. It is purely an improvement in how course materials are delivered.

Thank you for your understanding and continued support.

— Elastropy Team

Further exploration (optional)

For readers who want to know more about PINN fromulations in practice — including parameter learning schedules, loss coupling effects, scaling choices, and how incorrect parameters can still produce low residuals — there is a hands-on walkthrough available as part of the PINNs Masterclass.

Learn More →

We’ve published a public Content Delivery Timeline that shows what topics we’re actively considering, working on, and planning to deliver.

The list is curated from real signals — YouTube comments, messages/DMs, corporate training inputs, tech trends, and recurring practical pain points.

You can register your interest on the listed topics to help us decide what to take up sooner. Every topic is tracked to a clear outcome: published, rescoped, or discontinued.

👉 View the timeline and register your interest here: [link]