PyTorch: A Dive into Deep Learning - Workshop

Pizza Fund Event

Saturday November 4, 2023

1:00PM to 6:30PM CST

Add to calendar

Texas Tech University - IMSE Department

905 Canton Ave, Lubbock, TX 79409
IMSE Department, Room 235
Lubbock, Texas 79409-3061
United States

This event ended

Event Description

Digit Recognition with PyTorch: A Dive into Deep Learning - Workshop

Unravel the Mysteries of Handwritten Digits with the Power of Deep Learning!

Are you fascinated by how technology can recognize and interpret handwritten numbers, much like the human eye? Dive into the world of digit recognition with us in this hands-on workshop, using the renowned MNIST dataset and the versatile deep learning framework, PyTorch.

Why Attend?

Real-world Challenge: Engage with the authentic task of the Kaggle "Digit Recognizer" competition, simulating the thrill of real-world AI competitions.
Comprehensive Learning: From the basics of image data and PyTorch to the intricacies of neural networks, embark on a step-by-step journey into the realm of deep learning.
Hands-on Experience: Dive deep into coding, model experimentation, and fine-tuning. Test your models, see real-time results, and even make your submission to the Kaggle competition!
Collaborative Environment: Share experiences, model architectures, and results with peers, fostering collaborative learning and innovation.

What Will You Gain?
1 - Proficiency in handling and visualizing image data.
2 - Understanding of neural network fundamentals, particularly Convolutional Neural Networks (CNNs).
3 - Mastery of PyTorch basics, from tensor operations to building and training complex models.
4 - Real-world experience of participating in a Kaggle competition and strategies to enhance model performance.
5 - A network of like-minded peers and mentors to support your deep learning journey.

Who Should Attend?
Beginners intrigued by the world of deep learning, data enthusiasts eager to delve into image recognition, or anyone with a passion for hands-on learning and real-world AI applications.

Join us for an engaging session, packed with learning, coding, and collaboration. By the end, you'll be well-equipped with the foundational skills to embark on more advanced AI projects and competitions.

Note: You will need to bring your own laptop.

Who can attend?

Locations have different requirements for who can attend. This location is open to the following:

Schedule

Workshop Schedule

1:00 PM - 1:20 PM: Introduction

Welcome and Overview of the Workshop.
The Importance and Applications of Digit Recognition.
1:20 PM - 1:45 PM: Basics of Image Data

Understanding Pixels, Image Dimensions, and Grayscale Images.
Introduction to the MNIST Dataset.
1:45 PM - 2:20 PM: Getting Started with PyTorch

Overview of PyTorch and Its Advantages.
Setting Up PyTorch and Tensor Operations.
2:20 PM - 3:00 PM: Data Loading and Exploration with PyTorch

Using DataLoader to Load the MNIST Dataset.
Visualizing Sample Images from the Dataset.
3:00 PM - 3:45 PM: Neural Networks: Basics and Building Blocks

Introduction to Neural Network Components.
Designing a Basic CNN using PyTorch's nn Module.
3:45 PM - 4:35 PM: Training the Digit Recognition Model

Defining the Loss Function and Optimizer.
Starting the Training Loop.
--- 15-minute Break (while models train) ---

4:50 PM - 5:35 PM: Resume Training and Evaluation

Completing the Training Loop.
Evaluating the Model's Performance and Validation.
5:35 PM - 6:15 PM: Fine-tuning and Improving Performance

Techniques to Prevent Overfitting.
Enhancing Model Performance with Advanced Techniques.
6:15 PM - 6:30 PM: Submission to Kaggle, Conclusion and Next Steps

Guiding Participants for Kaggle Submissions.
Discussing Leaderboard Standings and Shared Insights.
Reflecting on Workshop Takeaways.
Discussing Paths for Advanced Learning in Deep Learning.
Addressing Questions and Clarifications.

Additional Information

📣 Join Our Workshop's Discord Server!

Hey everyone! 👋

For the latest updates, event details, and a fantastic chance to connect with fellow participants, hop onto our dedicated Discord server. Not only will you be in the loop for every important announcement, but it's also a great space to get to know your peers before the workshop begins.

🔗 Join Now: https://discord.gg/u3x4thxE

Let's create an amazing learning community together. Can't wait to see you there! 🚀