Deep Learning

Updated: Sep 16

Rethinking Education for the New Digital, Personalized Economy

By Antigone Stark (age 15), Sumay WEquil (age 12), and Aila WEquil (age 9)

WEquil.School is the world's first student led project-based global learning community. We don't have grades, curriculum, or formal teachers. Our school was created by Sumay Lu, with support from her family, during the pandemic of 2020 when she was 11 years old. During this interview with GoGuardian in July 2020 she articulated her vision for a Flutter based WebApp for learning by doing. Less than a year later, on May 26th 2021, Tim Sneath who leads Google's Flutter division found her school's YouTube channel and said he was "Blown Away! On June 3rd, 2021 Sumay gave a second interview, this time to Google developer, Pawan Kumar, on the PK Show where over 9,000 people saw her share her vision of a global learning community helping kids "prepare for the real world by doing real things".

Deep Learning is how students at WEquil.School are able to create real value. Our students publish stories, compose music, build apps, designing products, teach classes, and start businesses. Children develop projects based on their unique strengths and interests, so they become motivated by curiosity instead of fear of failure. They publish and demonstrate their projects so parents have complete records of accomplishments and can fully assess progress and satisfy state homeschooling requirements and use their growing body of work in job or higher education applications.

We discovered the Deep Learning principles and process by interviewing hundreds of kids and parents and reviewing the literature and insights from leading minds across the field of EdTech short for Education Technology. Many of the most powerful insights we gained were from listening closely to children...a demographic often ignored when seeking out opinions on how to achieve better outcomes from schooling.

What we learned is challenging to put into a single article...because the implications of software eating the world and resulting platform technologies has far reaching implications beyond just the childhood education. So rather than share everything we chose ten videos and articles that we believe best explain the impact for young people preparing for our new digital, creative, personalized, global economy.

Deep learning is especially powerful in a world where knowledge and signaling value to the work force is essentially free. The world started changing with the Software Revolution, and it accelerated with the Pandemic. Formal curriculums and college diplomas were a critical part of learning and entering the work force ... until the internet and near universal acceptance from top employers that all you need to get a job and grow a career is the ability to demonstrate your value. Those who fail to understand this will increasingly feel the pressure from a global labor force that can learn anything and increasingly work remotely to create value in a world that is increasingly digital.

Deep Learning Process

Humans learn best by leveraging their curiosity to create something useful for other people. Deep Learning begins with an idea for a project. Like a seed being planted the student uses this idea to create a Minimum Viable Project (MVP) ... the simplest possible manifestation of the idea. They then share it with the community to socialize and build relationships. Finally, they use feedback to grow their seed ... by iteration and improvement. We detail each of these steps using our five paragraph framework below and complete the process by sharing with WEquil.School.

Five Steps...

  1. Write to Communicate

  2. Socialize and Build Relationships

  3. Feedback, iterate and improve

  4. Demonstrate

  5. Re-Assess and Explore

1. Write to communicate

While practicing Deep Learning, your first step should be to write to communicate. All of the standard approaches to research apply, such as researching the topic thoroughly and noting references as applicable. The goal is to synthesize the knowledge learned on the topic into key points you wish to communicate to yourself and others. At WEquil.School we provide new members with three project templates on our home page to help them get started. We also encourage students to use simple, understandable language. Overly complex words might signal that one is an “intellectual” but ultimately only distracts from the main points of your writing. You want to “write to communicate” so you maximize understanding, crystalize the important concepts, and attract the most attention from readers that share your interest. This allows your network of deep relationships to grow as you learn together from soliciting feedback, iterating, and improving the value you add over time.

2. Socialize and build relationships

Once you have made a project about something you are interested in, it is important to share with others and collect feedback on your project and project idea. This is the case because not only can you improve on what you are doing, but you can refine your understanding of value. Do not try to make your project perfect before sharing with others, aim for a C-. Then, after gaining feedback you know next steps to improve on your project and whether or not it is adding value to others. By socializing your project you can build relationships with others who are interested in the same topics, opening doors to collaboration.

3. Feedback, iterate and improve

Once you have collected feedback go back through your project and make changes. When reading others' feedback identify the things that people thought added value to them and the things that did not. Not only should you take the feedback and improve on your current project, but apply them to new projects in the future. Keep in mind that you don’t have to accept all pieces of feedback if you don’t agree. After all, it is your project. One way to edit your article is to make your language as simple as possible to understand. This allows you to have a wider audience because more people can understand you.

4. Demonstrate

Members demonstrate their projects every Saturday. This demonstration is critical because it gives students a chance to be teachers. By verbalizing their projects to other students and guest speakers they grow confident and parents can more accurately assess their competence. There is no faster way for kids to learn than to teach...and demonstration does exactly that.

5. Re-Assess and Explore

The mission of WEquil Group is to help members find their Path to Equilibrium. That path is one that only you can truly follow. That is why it is so important for members to think deeply and Re-Assess what they want to do next and explore opportunities. Each project should help the student understand a little more about who they are, what they are good at, and expand their awareness of what they can do. While exploring, try to find the project that help you use your curiosity to grow your strengths towards creating something valuable. That is your next step on your Path to Equilibrium.

Deep Learning Principles

We created the Deep learning process by listening closely to our members and standing on the shoulders of giants. To share everything we reviewed would require a instead we provide just ten perspectives to prepare young people for the New Digital Economy. At the end we share our Five Principles of Deep Learning.

Ten perspectives to prepare young people for the New Digital Economy

  1. Documentary on High Tech High - Most Likely to succeed

  2. Ken Robinson - Do schools kill creativity?

  3. Jordan Peterson - Importance of Reading and Writing

  4. Paul Graham - The Lesson to Unlearn

  5. Elon Musk on why he created a homeschool

  6. Steve Jobs - Stay hungry ... stay foolish

  7. Rick Flurie - A different approach to education

  8. Jeff Maggioncalda - The future of jobs and education

  9. Sal Khan - Let's teach for mastery

  10. Naval Ravikant - Arm Yourself With Specific Knowledge

We provide summaries and links to these resources below...and then summarize them into the five principles of learning that we use at WEquil.School to better prepare our students for the new digital, decentralized, personalized, global economy.

1. Documentary on High Tech High - Most Likely to Succeed

Link: Most Likely to Succeed Documentary

Most Like to Succeed is an educational documentary available on Amazon Prime. Public education became necessary during the industrial revolution, when people needed to be trained in specific skills to perform well at factories. Now, technology is continuing to replace all jobs that don’t require forms of human creativity (cashiers, receptionist, waiters, etc), yet the public education system stays the same. In order to succeed in the modern world, Most Likely to Succeed says we must first adapt to technological advances and approach learning differently. Most Likely to Succeed mostly reviews a charter school called High Tech High that is implementing a new radical approach to education. One main principle of High Tech High is project-based learning, which they demonstrate at the end of each year to the public. This helps students retain their knowledge and skills because the information they learn is relevant. While creating projects, they also developing soft skills such as confidence and public speaking that are becoming more valuable in today's economy.

2. Ken Robinson - Do schools kill creativity?

Sir Ken Robinson is a British author and education advisor. He is scared about public education. He criticizes them for draining kids of their creativity and stigmatizing failure. Back in the industrial revolution if you had a degree, you were guaranteed a job. That isn’t the case anymore, but the education system hasn’t changed. Robinson believes that education should be individualized because everyone learns differently, and that arts and creative subjects should be held in the same esteem as math and science.

3. Jordan Peterson - Importance of Reading and Writing

Jordan is a clinical psychologist, author and professor. He often stresses the importance of reading and writing to develop your ability to think. According to Peterson, the first step to writing is to find a problem you are interested in and then research about it so you have something to say about the problem. Once you’ve done that, you can start organizing and summarizing information from your resources. Remember to include your opinions to add value to the reader. Pick the right words using trial and error and your best judgement. By reworking your sentences, you hone your ability to articulate. Your speech is your most powerful tool and will lead you to success. Never change your writing to please others, especially if you don’t agree with it. This will slow the process of finding your true voice.

4. Paul Graham - The Lesson to Unlearn


Paul Graham runs the Y Combinator, the most successful startup incubator in the world. In this essay he talks about why students should not focus their learning solely on getting good grades. He criticizes public school tests for being highly hackable, meaning students notice trends in tests and adapt their learning to get better grades. This is because they can only test for facts. This is very different from the real world, where graduates are tested on things that are not hackable. These real world “tests” are not based on fact and not enforced by an authority. This is problematic because students who are trained to hack the test don’t have practice facing real world, unhackable tests such as creating something valuable to others.

5. Elon Musk on why he created a homeschool