aPaperADay
13 Fastai - Applications
This is a look at the primary applications Fastai is tuned to achieve.
2020-02-25
13 Fastai - Introductions
A first look at the version 2 of fastai release on arxiv
2020-02-24
12 Dropout - Conclusions
The paper summarizes all of its contributions in simple language.
2020-02-18
12 Dropout - applied to RBMs
Restricted Boltzmann machines can also benefit from the use of dropout.
2020-02-12
12 Dropout - Affects, the big HOW
This section will analyze how dropout affects the NN its augments.
2020-02-11
12 Dropout - Results on Datasets
The paper looks at 6 varied datasets showing the improvement dropout can provide on all of them.
2020-02-10
12 Dropout - Learning
The paper specifies the technique and additional constraints which complement the work of the Dropout Unit.
2020-02-08
12 Dropout - Motivations
Dropout pulls its intuitions from Biology, particularly the reality that most complex organisms optimize in gene sharing.
2020-02-07
12 Dropout - Introductions
This paper proposes the dropout technique which is widely cited and used today to reduce overfitting.
2020-02-06
11 Inception - Results
The paper ends with the results from ILSVRC14 and conclusions
2020-02-05