13 Fastai - High Level APIs

The Fastai library is a well structured library, accessible from the highest level, while following the best software engineering practices.

2020-02-26

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