Deep Learning
✓

Deep Learning

ACERCA DE ESTE PODCAST 🔗

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.

Educación
Frecuencia de actualización:
every 14 hours
Duración media del audio:
14 minutes
Videopodcast
Inglés
Estados Unidos
52 episodios
desde 13 de abril de 2020
serial
UtiliceAPIpara recuperar este podcast enJSON

EN ESTE PÓDCAST 🔗

Editar estas etiquetas

EPISODIO MÁS ANTIGUO 🔗

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
COMPARTIR
GUARDAR

BUSCAR EPISODIOS ANTERIORES

Buscar episodios anteriores de Deep Learning.
Inserta esta barra de búsqueda en tu sitio web

EPISODIOS ANTERIORES

2 - Deep Learning - Introduction Part 2

2 - Deep Learning - Introduction Part 2

00:18:41
COMPARTIR
GUARDAR
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
COMPARTIR
GUARDAR
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
COMPARTIR
GUARDAR
3 - Deep Learning - Introduction Part 3

3 - Deep Learning - Introduction Part 3

00:08:48
COMPARTIR
GUARDAR
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
COMPARTIR
GUARDAR
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
COMPARTIR
GUARDAR
4 - Deep Learning - Introduction Part 4

4 - Deep Learning - Introduction Part 4

00:14:48
COMPARTIR
GUARDAR
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
COMPARTIR
GUARDAR
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
COMPARTIR
GUARDAR
Descargo de responsabilidad: El podcast y el arte incluidos en esta página son de Prof. Dr.-Ing. Andreas Maier, que es propiedad de su propietario y no está afiliado ni respaldado por Listen Notes, Inc.
MOTOR DE BÚSQUEDA DE PODCAST
Puede utilizar nuestro sitio web para buscar podcasts de3,822,814y episodios de195,613,756por personas, lugares o temas.
I have no special talent. I am only passionately curious, and I listen to podcasts.  ‐ Albert "Llamacorn" Einstein

RECOMENDACIONES

Utilice la API para recuperar este podcast