Configuração inicial

Passo 1: Instalar pacotes

install.packages("remotes")

# instalar pacote da Curso-R
remotes::install_github("curso-r/CursoR")

# instalar pacotes que vamos usar durante o curso
CursoR::instalar_dependencias()

Passo 2: Criar um projeto do RStudio

Faça um projeto do RStudio para usar durante todo o curso e em seguida abra-o.

install.packages("usethis")
usethis::create_package("caminho_ate_o_projeto/nome_do_projeto")

Passo 3: Baixar o material

Certifique que você está dentro do projeto criado no passo 2 e rode o código abaixo.

Observação: Assim que rodar o código abaixo, o programa vai pedir uma escolha de opções. Escolha o número correspondente ao curso de Deep Learning!

# Baixar ou atualizar material do curso
CursoR::atualizar_material()

Slides

slide	link
slides/index.html	https://curso-r.github.io/main-deep-learning/slides/index.html

Scripts usados em aula

Exemplos

exemplo	link
01-linear-regression.R	https://curso-r.github.io/deep-learning-com-r-mestre/exemplos/01-linear-regression.R
02-sgd.R	https://curso-r.github.io/deep-learning-com-r-mestre/exemplos/02-sgd.R
03-keras.R	https://curso-r.github.io/deep-learning-com-r-mestre/exemplos/03-keras.R
04-mlp.R	https://curso-r.github.io/deep-learning-com-r-mestre/exemplos/04-mlp.R
05-regressao-logistica.R	https://curso-r.github.io/deep-learning-com-r-mestre/exemplos/05-regressao-logistica.R
06-convolution.R	https://curso-r.github.io/deep-learning-com-r-mestre/exemplos/06-convolution.R
07-conv-mnist.R	https://curso-r.github.io/deep-learning-com-r-mestre/exemplos/07-conv-mnist.R
08-tfhub.R	https://curso-r.github.io/deep-learning-com-r-mestre/exemplos/08-tfhub.R
09-text-vectorization.R	https://curso-r.github.io/deep-learning-com-r-mestre/exemplos/09-text-vectorization.R
10-embedding.R	https://curso-r.github.io/deep-learning-com-r-mestre/exemplos/10-embedding.R
11-avg-pooling.R	https://curso-r.github.io/deep-learning-com-r-mestre/exemplos/11-avg-pooling.R
12-simple-rnn.R	https://curso-r.github.io/deep-learning-com-r-mestre/exemplos/12-simple-rnn.R
13-simple-lstm.R	https://curso-r.github.io/deep-learning-com-r-mestre/exemplos/13-simple-lstm.R
14-lstm.R	https://curso-r.github.io/deep-learning-com-r-mestre/exemplos/14-lstm.R
15-pre-trained-embedding.R	https://curso-r.github.io/deep-learning-com-r-mestre/exemplos/15-pre-trained-embedding.R
15-simple-gru.R	https://curso-r.github.io/deep-learning-com-r-mestre/exemplos/15-simple-gru.R
16-gru.R	https://curso-r.github.io/deep-learning-com-r-mestre/exemplos/16-gru.R
17-pre-trained-embedding.R	https://curso-r.github.io/deep-learning-com-r-mestre/exemplos/17-pre-trained-embedding.R
18-encadeando-lstms.R	https://curso-r.github.io/deep-learning-com-r-mestre/exemplos/18-encadeando-lstms.R
19-bidirecional.R	https://curso-r.github.io/deep-learning-com-r-mestre/exemplos/19-bidirecional.R
20-quora.R	https://curso-r.github.io/deep-learning-com-r-mestre/exemplos/20-quora.R
21-series-temporais.R	https://curso-r.github.io/deep-learning-com-r-mestre/exemplos/21-series-temporais.R
22-unet.R	https://curso-r.github.io/deep-learning-com-r-mestre/exemplos/22-unet.R
23-captcha.R	https://curso-r.github.io/deep-learning-com-r-mestre/exemplos/23-captcha.R

Exercicios

exercicio	link
01-linear-regression.R	https://curso-r.github.io/deep-learning-com-r-mestre/exercicios/01-linear-regression.R
02-mini-batch-sgd.R	https://curso-r.github.io/deep-learning-com-r-mestre/exercicios/02-mini-batch-sgd.R
03-keras-linear-regression.R	https://curso-r.github.io/deep-learning-com-r-mestre/exercicios/03-keras-linear-regression.R
04-boston-housing.R	https://curso-r.github.io/deep-learning-com-r-mestre/exercicios/04-boston-housing.R
05-boston-housing-logistic.R	https://curso-r.github.io/deep-learning-com-r-mestre/exercicios/05-boston-housing-logistic.R
06-mlp-mnist.R	https://curso-r.github.io/deep-learning-com-r-mestre/exercicios/06-mlp-mnist.R
07-cifar-conv.R	https://curso-r.github.io/deep-learning-com-r-mestre/exercicios/07-cifar-conv.R
08-dropout-batch-norm.R	https://curso-r.github.io/deep-learning-com-r-mestre/exercicios/08-dropout-batch-norm.R
09-fruit360.R	https://curso-r.github.io/deep-learning-com-r-mestre/exercicios/09-fruit360.R
10-sarcasm.R	https://curso-r.github.io/deep-learning-com-r-mestre/exercicios/10-sarcasm.R
11-lstm-sarcasm.R	https://curso-r.github.io/deep-learning-com-r-mestre/exercicios/11-lstm-sarcasm.R
12-pre-trained-sarcasm.R	https://curso-r.github.io/deep-learning-com-r-mestre/exercicios/12-pre-trained-sarcasm.R
13-bidirecional-sarcasm.R	https://curso-r.github.io/deep-learning-com-r-mestre/exercicios/13-bidirecional-sarcasm.R
14-quora.R	https://curso-r.github.io/deep-learning-com-r-mestre/exercicios/14-quora.R

Respostas

exercicio	link
01-linear-regression.R	https://curso-r.github.io/deep-learning-com-r-mestre/respostas/01-linear-regression.R
02-mini-batch-sgd.R	https://curso-r.github.io/deep-learning-com-r-mestre/respostas/02-mini-batch-sgd.R
03-keras-linear-regression.R	https://curso-r.github.io/deep-learning-com-r-mestre/respostas/03-keras-linear-regression.R
04-boston-housing.R	https://curso-r.github.io/deep-learning-com-r-mestre/respostas/04-boston-housing.R
05-boston-housing-logistic.R	https://curso-r.github.io/deep-learning-com-r-mestre/respostas/05-boston-housing-logistic.R
06-mlp-mnist.R	https://curso-r.github.io/deep-learning-com-r-mestre/respostas/06-mlp-mnist.R
07-cifar-conv.R	https://curso-r.github.io/deep-learning-com-r-mestre/respostas/07-cifar-conv.R
08-dropout-batch-norm.R	https://curso-r.github.io/deep-learning-com-r-mestre/respostas/08-dropout-batch-norm.R
09-fruit360.R	https://curso-r.github.io/deep-learning-com-r-mestre/respostas/09-fruit360.R
10-sarcasm.R	https://curso-r.github.io/deep-learning-com-r-mestre/respostas/10-sarcasm.R
11-lstm-sarcasm.R	https://curso-r.github.io/deep-learning-com-r-mestre/respostas/11-lstm-sarcasm.R
12-pre-trained-sarcasm.R	https://curso-r.github.io/deep-learning-com-r-mestre/respostas/12-pre-trained-sarcasm.R
13-bidirecional-sarcasm.R	https://curso-r.github.io/deep-learning-com-r-mestre/respostas/13-bidirecional-sarcasm.R
14-quora.R	https://curso-r.github.io/deep-learning-com-r-mestre/respostas/14-quora.R