Deep Learning in practice — DL series

Deep Learning in practice (source)

A complete list of my articles that covers the theme “Deep Learning in practice”.

Mainly based on fastai v1, the Deep Learning framework on Pytorch, the objective of this series of articles is to contribute to the creation of effective DL applications by non-specialists but people wishing to use Artificial Intelligence ​​(AI) in their private or professional life.

Note: the articles are in English but some have a French and/or Portuguese version.

The DL knowledge from the fastai course 2019 (part 1)

AI for Business

IA de hoje para seus negócios

AI for everyone

English

AI for everyone (week 1)

Building AI projects (week 2)

Building AI in your company (week 3)

AI and Society (week 4)

French

IA pour tous (semaine 1)

Développer un projet IA (semaine 2)

Utiliser l’IA dans votre entreprise (semaine 3)

IA et société (semaine 4)

Portuguese

IA para todos (semana 1)

Desenvolvendo projetos de IA (semana 2)

Construindo IA em sua empresa (semana 3)

IA e Sociedade (semana 4)

Installation

How to install fastai v1 on Windows 10

Data Augmentation

Data Augmentation by fastai v1

Data Augmentation par fastai v1

Web App

Deep Learning Web App by fastai v1

Deep Learning Web App par fastai v1

AI Projects in health

Fastai, the new radiology tool

(2/2) Fastai, the new radiology tool

NLP

NLP & fastai | Topic modeling

NLP & fastai | Sentiment Classification

NLP & fastai | Language Model

NLP & fastai | Transfer Learning

NLP & fastai | ULMFiT

NLP & fastai | MultiFiT

NLP & fastai | French Language Model

NLP & fastai | Portuguese Language Model

NLP & fastai | RNN

NLP & fastai | LSTM & GRU

NLP & fastai | SentencePiece

NLP & fastai | Sequence-to-Sequence Model (seq2seq)

NLP & fastai | Attention Mechanism

NLP & fastai | Transformer Model

GPT-2

NLP & fastai | GPT-2

Byte-level BPE, an universal tokenizer but…

Faster than training from scratch — Fine-tuning the English GPT-2 in any language with Hugging…