Deep Learning
✓

Deep Learning

ОБ ЭТОМ ПОДКАСТЕ 🔗

Deep Learning (DL) has attracted much interest in a wide range of applications such as image recognition, speech recognition, and artificial intelligence, both from academia and industry. This lecture introduces the core elements of neural networks and deep learning, it comprises:

  • (multilayer) perceptron, backpropagation, fully connected neural networks

  • loss functions and optimization strategies

  • convolutional neural networks (CNNs)

  • activation functions

  • regularization strategies

  • common practices for training and evaluating neural networks

  • visualization of networks and results

  • common architectures, such as LeNet, Alexnet, VGG, GoogleNet

  • recurrent neural networks (RNN, TBPTT, LSTM, GRU)

  • deep reinforcement learning

  • unsupervised learning (autoencoder, RBM, DBM, VAE)

  • generative adversarial networks (GANs)

  • weakly supervised learning

  • applications of deep learning (segmentation, object detection, speech recognition, ...)

The accompanying exercises will provide a deeper understanding of the workings and architecture of neural networks.

Образование
Частота обновления:
every 14 hours
Средняя продолжительность аудио:
14 minutes
Видео подкаст
английский
США
52 серий
с 13 апреля 2020 г.
serial
ИспользуйтеAPI, чтобы загрузить этот подкаст вJSON.

В ЭТОМ ПОДКАСТЕ 🔗

Изменить эти теги

САМЫЕ СТАРЫЕ ЭПИЗОДЫ 🔗

Deep Learning - Introduction Part 2

Deep Learning - Introduction Part 2

Deep Learning - Introduction Part 2   This video introduces the topic of Deep Learning by showing several well-known examples from FAU.   Video References: Lex Fridman's Channel Car Scene  Mitotic Dataset    Further Reading A gentle Introduction to Deep Learning 
00:18:41
ПОДЕЛИТЬСЯ
СОХРАНИТЬ

ПОИСК ПРОШЛЫХ ЭПИЗОДОВ

Искать прошлые эпизоды Deep Learning.
Вставьте эту панель поиска на свой сайт

ПРЕДЫДУЩИЕ ЭПИЗОДЫ

2 - Deep Learning - Introduction Part 2

2 - Deep Learning - Introduction Part 2

00:18:41
ПОДЕЛИТЬСЯ
СОХРАНИТЬ
2 - Deep Learning - Introduction Part 2 2020

2 - Deep Learning - Introduction Part 2 2020

Deep Learning - Introduction Part 2   This video introduces the topic of Deep Learning by showing several well-known examples from FAU.   Video References: Lex Fridman's Channel Car Scene  Mitotic Dataset    Further Reading A gentle Introduction to Deep Learni…
00:18:41
ПОДЕЛИТЬСЯ
СОХРАНИТЬ
Deep Learning - Introduction Part 3

Deep Learning - Introduction Part 3

  Deep Learning - Introduction Part 3   This video introduces the topic of Deep Learning and discusses challenges and future directions.   Video References: Lex Fridman's Channel   Further Reading A gentle Introduction to Deep Learning   
00:08:48
ПОДЕЛИТЬСЯ
СОХРАНИТЬ
3 - Deep Learning - Introduction Part 3

3 - Deep Learning - Introduction Part 3

00:08:48
ПОДЕЛИТЬСЯ
СОХРАНИТЬ
3 - Deep Learning - Introduction Part 3 2020

3 - Deep Learning - Introduction Part 3 2020

  Deep Learning - Introduction Part 3   This video introduces the topic of Deep Learning and discusses challenges and future directions.   Video References: Lex Fridman's Channel   Further Reading A gentle Introduction to Deep Learning   
00:08:48
ПОДЕЛИТЬСЯ
СОХРАНИТЬ
Deep Learning - Introduction Part 4

Deep Learning - Introduction Part 4

  Deep Learning - Introduction Part 4   This video introduces the topic of Deep Learning by defining the course's notation, introducing fundamental principles of Pattern Recognition, and a short review of the perceptron.   Video References: Lex Fridman's Channel   Further Reading A gentl…
00:14:48
ПОДЕЛИТЬСЯ
СОХРАНИТЬ
4 - Deep Learning - Introduction Part 4

4 - Deep Learning - Introduction Part 4

00:14:48
ПОДЕЛИТЬСЯ
СОХРАНИТЬ
4 - Deep Learning - Introduction Part 4 2020

4 - Deep Learning - Introduction Part 4 2020

  Deep Learning - Introduction Part 4   This video introduces the topic of Deep Learning by defining the course's notation, introducing fundamental principles of Pattern Recognition, and a short review of the perceptron.   Video References: Lex Fridman's Channel &nbs…
00:14:48
ПОДЕЛИТЬСЯ
СОХРАНИТЬ
Deep Learning - Introduction Part 5

Deep Learning - Introduction Part 5

  Deep Learning - Introduction Part 5   This video introduces the topic of Deep Learning and presents the course's requirements, grading procedures, and summarises the first unit.   Video References: Lex Fridman's Channel   References [1] David Silver, Julian Schrittwieser, Karen Simonya…
00:06:29
ПОДЕЛИТЬСЯ
СОХРАНИТЬ
Отказ от ответственности: Подкаст и иллюстрации, встроенные в эту страницу, взяты из Prof. Dr.-Ing. Andreas Maier, который является собственностью его владельца и не связан или не одобрен Listen Notes, Inc.
ПОИСКОВАЯ СИСТЕМА ПОДКАСТОВ
Вы можете использовать наш веб-сайт для поиска подкастов3,822,730и эпизодов195,635,356по людям, местам или темам.
If I have seen further than others, it is by listening to podcasts and standing upon the shoulders of giants.  ‐ Isaac "Llamacorn" Newton
В ДРУГОМ МЕСТЕ
Listen on Amazon Music

РЕКОМЕНДАЦИИ

Использовать API, чтобы выбрать этот подкаст