<aside> 📢

• AI/ML Pathway Study Group Learning Cohort is Live! The journey begins now. Week 5: Bridging to Deep Learning and Hands-on is officially unlocked, and all materials are ready below! Join our Wechat/Discord for discussions!
• Coming soon: Real AI and ML interview questions from top companies like OpenAI, Anthropic, and DeepMind. </aside>

<aside> 🎯

Master AI & ML with Educatum, Your AI University

Curated resources from leading universities and industry experts to help you master artificial intelligence.

Build your knowledge base, and prepare for interviews.

Join study group and learn together.

Discover top AI tools and companies.

Connect with like-minded professionals.

No Ads, no noise

</aside>

<aside> 🧑‍🤝‍🧑

STUDY GROUP：AI/ML Pathway: Part I - Fundamentals Review

</aside>

<aside>

Week 5: Bridging to Deep Learning and Hands-on (Sept. 22 - Oct. 6)

Introduction

Welcome to Week 5 of our AI/ML study group!

This week, we bridge from foundational theory to hands-on practice in the world of Deep Learning.

For those who want to build a deep, ground-up understanding, we will dive into Andrej Karpathy's renowned "Zero to Hero" series to build a neural network from scratch. We will then get practical with an introduction to a powerful Deep Learning Framework, PyTorch, which will be a key tool for building our models. Next, we will explore the foundational concepts of Convolutional Neural Networks (CNNs), a critical architecture for many advanced applications, and learn the general recipe and practical tips for training Deep Neural Networks effectively.

Let's get ready to write some code and bring our theoretical knowledge to life!

Content

5.1 Andrej Karpathy End to end Hands-on: The spelled-out intro to neural networks and backpropagation: building micrograd

https://www.youtube.com/watch?v=VMj-3S1tku0

</aside>

<aside> 💡

Offerings

</aside>

<aside>

<aside> <img src="/icons/gem_blue.svg" alt="/icons/gem_blue.svg" width="40px" /> AI ML Interview Questions

FANG AI and Machine learning interview questions and answers. AI system design questions.

</aside>

<aside> <img src="/icons/gem_blue.svg" alt="/icons/gem_blue.svg" width="40px" /> AI ML Curated Courses

AI ML courses from top schools like Stanford MIT.

</aside>

<aside> <img src="/icons/gem_blue.svg" alt="/icons/gem_blue.svg" width="40px" /> AI Study Groups

Join small study groups with people like you, facilitated by experienced leads.

</aside>

<aside> <img src="/icons/gem_blue.svg" alt="/icons/gem_blue.svg" width="40px" /> Jobs and Hiring AI Companies

Browse open positions at top AI companies.

</aside>

<aside> <img src="/icons/gem_blue.svg" alt="/icons/gem_blue.svg" width="40px" /> Leetcode Notion Templates

Access top LeetCode questions, track your progress, and get review reminders.

</aside>

<aside> <img src="/icons/gem_blue.svg" alt="/icons/gem_blue.svg" width="40px" /> AI Tools

Popular AI tools to boost productivity.

</aside>

<aside> <img src="/icons/gem_blue.svg" alt="/icons/gem_blue.svg" width="40px" /> Entrepreneurship Resources

Marketing Tactics for Your New Product Debut.

</aside>

<aside> <img src="/icons/gem_blue.svg" alt="/icons/gem_blue.svg" width="40px" /> Mentorship, Resume & Interview Coaching

Connect with expert mentors, or be a mentor; Get resume feedback from human and practice mock interviews

</aside>

<aside> <img src="/icons/gem_blue.svg" alt="/icons/gem_blue.svg" width="40px" /> Behavioral Questions

Answer behavioral questions with frameworks.

</aside>

</aside>

<aside> 📌

</aside>

<aside> 🔥

</aside>

<aside> <img src="/icons/reorder_gray.svg" alt="/icons/reorder_gray.svg" width="40px" />

Interview Prep

Learn AI ML

AI/ML Pathway: Part I - Fundamentals Review

AI Tools & Resources

Contacts & Community

</aside>

Coming Soon

Interview Question Driven Learning(Coming Soon)