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Learning Machine Learning with Kaggle Challenges: Deep Learning for Dogs-vs-Cats Problem

IDRE Visualization Portal, Math Sciences Building 5628 520 Portola Plaza, Los Angeles, CA, United States

In Fall 2019, IDRE RTG will offer a series of classes on machine learning to the campus. The objective of the series is to present overviews to the exciting machine learning techniques and to provide a practical guide for general audience to step into the field. This series is primarily appropriate for the beginners who...
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Free

Learning Machine Learning with Kaggle Challenges: Deep Learning for Dogs-vs-Cats Problem with Better Solutions

IDRE Visualization Portal, Math Sciences Building 5628 520 Portola Plaza, Los Angeles, CA, United States

In Fall 2019, IDRE RTG will offer a series of classes on machine learning to the campus. The objective of the series is to present overviews to the exciting machine learning techniques and to provide a practical guide for general audience to step into the field. This series is primarily appropriate for the beginners who...
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Free

Learning Deep Learning with PyTorch (1) Introduction

IDRE Portal 5628 Math Sciences Building, 520 Portola Plaza, Los Angeles, CA, United States

This workshop series is to present overviews to the exciting deep learning techniques and to provide a practical guide for general audience to step into the field. It will be primarily appropriate for the beginners who want to learn the techniques and apply to their future research activities. Researchers with deep learning experiences are expected...
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Free

Learning Deep Learning with PyTorch (2) Mechanics of Deep Learning

IDRE Portal 5628 Math Sciences Building, 520 Portola Plaza, Los Angeles, CA, United States

This workshop series is to present overviews to the exciting deep learning techniques and to provide a practical guide for general audience to step into the field. It will be primarily appropriate for the beginners who want to learn the techniques and apply to their future research activities. Researchers with deep learning experiences are expected...
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Free

Learning Deep Learning with PyTorch (3) Using PyTorch

IDRE Portal 5628 Math Sciences Building, 520 Portola Plaza, Los Angeles, CA, United States

This workshop series is to present overviews to the exciting deep learning techniques and to provide a practical guide for general audience to step into the field. It will be primarily appropriate for the beginners who want to learn the techniques and apply to their future research activities. Researchers with deep learning experiences are expected...
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Free

Learning Deep Learning with PyTorch (4) Convolutional Neural Networks

IDRE Portal 5628 Math Sciences Building, 520 Portola Plaza, Los Angeles, CA, United States

This workshop series is to present overviews to the exciting deep learning techniques and to provide a practical guide for general audience to step into the field. It will be primarily appropriate for the beginners who want to learn the techniques and apply to their future research activities. Researchers with deep learning experiences are expected...
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Free

Learning Deep Learning with PyTorch (5) Transfer Learning

IDRE Portal 5628 Math Sciences Building, 520 Portola Plaza, Los Angeles, CA, United States

This workshop series is to present overviews to the exciting deep learning techniques and to provide a practical guide for general audience to step into the field. It will be primarily appropriate for the beginners who want to learn the techniques and apply to their future research activities. Researchers with deep learning experiences are expected...
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Free

Learning Deep Learning with PyTorch (1) Introduction

Zoom

This workshop series is to present overviews to the exciting deep learning techniques and to provide a practical guide for general audience to step into the field. It will be primarily appropriate for the beginners who want to learn the techniques and apply to their future research activities. Researchers with deep learning experiences are expected...
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Learning Deep Learning with PyTorch (2) Mechanics of Deep Learning

Zoom

This workshop series is to present overviews to the exciting deep learning techniques and to provide a practical guide for general audience to step into the field. It will be primarily appropriate for the beginners who want to learn the techniques and apply to their future research activities. Researchers with deep learning experiences are expected...
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Learning Deep Learning with PyTorch (3) Knowing PyTorch

Zoom

This workshop series is to present overviews to the exciting deep learning techniques and to provide a practical guide for general audience to step into the field. It will be primarily appropriate for the beginners who want to learn the techniques and apply to their future research activities. Researchers with deep learning experiences are expected...
Read More

Learning Deep Learning with PyTorch (4) Convolutional Neural Networks

Zoom

This workshop series is to present overviews to the exciting deep learning techniques and to provide a practical guide for general audience to step into the field. It will be primarily appropriate for the beginners who want to learn the techniques and apply to their future research activities. Researchers with deep learning experiences are expected...
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Learning Deep Learning with PyTorch (5) Data Augmentation and Transfer Learning

Zoom

This workshop series is to present overviews to the exciting deep learning techniques and to provide a practical guide for general audience to step into the field. It will be primarily appropriate for the beginners who want to learn the techniques and apply to their future research activities. Researchers with deep learning experiences are expected...
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Learning Deep Learning with PyTorch (6) Recurrent Neural Networks and LSTM

Zoom

This workshop series is to present overviews to the exciting deep learning techniques and to provide a practical guide for general audience to step into the field. It will be primarily appropriate for the beginners who want to learn the techniques and apply to their future research activities. Researchers with deep learning experiences are expected...
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Deep Learning in Medicine

Zoom

Recent years have witnessed a dramatic resurgence of interest in applying deep learning in various research and application areas. In this 2 hour session, we will present a broad and high-level overview on what deep-learning technologies can do for the domains of medicine and healthcare. Our discussion will focus on the three major application fields:...
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Learning Convolutional Neural Networks (2)

Zoom

Workshop will be conducted in Zoom in PST time. Please Register here in advance for this lecture. This workshope will be the second lecture on the introduction to convolutional neural network. We will continue our learning on how to apply data augmentation and transfer learning techniques to get a better solution for the classic Dogs-vs-Cats...
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Introduction to Neural Networks

Zoom

This workshop is a descriptive "no-math" and "no-python" introduction to what deep learning is and how to train a deep neural network. Our discussion will be arranged along with a general procedure for working on a deep learning project. Basic knowledge of calculus and linear algebra will be helpful in understanding the details. Any questions...
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Learning PyTorch

Zoom

We will give a general introduction to PyTorch, a popular deep learning framework, with practical illustrations on the primary usage of tensors and automatic differentiation, and on solving a simple temperature-conversion problem using PyTorch. The knowledge of topics covered in the previous session about machine/deep learning is assumed. Working experience with Python and Jupyter Notebooks...
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Deep Learning, the Good, the Bad and the Ugly

Zoom

In this workshop, we will talk about deep learning and neural network from a different perspective. After a very brief introduction to what machine learning and deep learning are, our discussion will be focused on what deep learning technology can (and cannot) bring to academic research, including both the benefits and the challenges. No specific...
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Learning Convolutional Neural Networks (1)

Zoom

This workshop will provide an introduction to convolutional neural networks (CNNs). We will begin by using PyTorch to perform image processing on the classic Dogs-vs-Cats problem. Basic knowledge of the topics covered in previous sessions is assumed. Having working experience with Python, Jupyter Notebooks, and linear algebra will be helpful for fully participating in the...
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Learning Convolutional Neural Networks (2)

Zoom

This workshop will be the second lecture in our introduction to convolutional neural networks (CNNs). We will continue our learning by applying data augmentation and transfer learning techniques to improve our solution for the classic Dogs-vs-Cats problem using PyTorch. A basic understanding of the topics covered in previous sessions is assumed. Having working experience with...
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Learning Generative Adversarial Networks

Zoom

This workshop will introduce participants to Generative Adversarial Networks (GANs). We will demonstrate the core techniques of GANs, including how to use Deep Convolutional GANs (DCGANs) to generate images using PyTorch. A basic understanding of the topics covered in previous sessions is assumed. Having working experience with Python, Jupyter Notebooks, and linear algebra will be...
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Learning Neural Network

Zoom

Neural networks are the "beating heart" of modern LLM-based AI systems, driving everything from image recognition to natural language processing. In this 2-hour lecture, we'll explore the foundational concepts of neural networks and their pivotal role in deep learning projects. This session is designed to be accessible to all, with a focus on intuitive explanations...
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