1D Convolutional Neural Networks for Time Series Modeling - Nathan Janos, Jeff Roach

  Рет қаралды 66,207

PyData

PyData

Күн бұрын

PyData LA 2018
This talk describes an experimental approach to time series modeling using 1D convolution filter layers in a neural network architecture. This approach was developed at System1 for forecasting marketplace value of online advertising categories.
Slides - www.slideshare.net/PyData/1d-...
---
www.pydata.org
PyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.
PyData conferences aim to be accessible and community-driven, with novice to advanced level presentations. PyData tutorials and talks bring attendees the latest project features along with cutting-edge use cases. 00:00 Welcome!
00:10 Help us add time stamps or captions to this video! See the description for details.
Want to help add timestamps to our KZfaq videos to help with discoverability? Find out more here: github.com/numfocus/KZfaqVi...

Пікірлер: 4
@Dr.R.K.Verma_ABST
@Dr.R.K.Verma_ABST Жыл бұрын
on 7:08 one layer of filters has n*(n+1)/2= 6*(6+1)/2 = 6*7/2= 21 otherwise this will be one layer of filters n*(n-1)/2= 6*(6-1)/2 = 6*5/2 = 15
@alexanderskusnov5119
@alexanderskusnov5119 Жыл бұрын
Why did you change the order: pool, relu instead of relu, pool?
@zxynj
@zxynj 2 жыл бұрын
7:30 I think one layer is 21 weights.
@Jeff-qw2de
@Jeff-qw2de Жыл бұрын
I think so too. Lately, the academic community in computing seems to confuse people and offer no explanation
Must-have gadget for every toilet! 🤩 #gadget
00:27
GiGaZoom
Рет қаралды 11 МЛН
But what is a convolution?
23:01
3Blue1Brown
Рет қаралды 2,5 МЛН
CNN: Convolutional Neural Networks Explained - Computerphile
14:17
Computerphile
Рет қаралды 851 М.
Can Convolutional Neural Networks Predict Stock Prices?
14:50
Jin Choi, PhD
Рет қаралды 7 М.
181 - Multivariate time series forecasting using LSTM
22:40
DigitalSreeni
Рет қаралды 268 М.
Graph Neural Networks - a perspective from the ground up
14:28
Short Tutorial on Using Deep Learning for Time Series Classification (Technical Talk 1)
2:02:36
Convolutional Neural Networks Explained (CNN Visualized)
10:47
Futurology — An Optimistic Future
Рет қаралды 192 М.
Gizli Apple Watch Özelliği😱
0:14
Safak Novruz
Рет қаралды 4,3 МЛН
Main filter..
0:15
CikoYt
Рет қаралды 12 МЛН
Asus  VivoBook Винда за 8 часов!
1:00
Sergey Delaisy
Рет қаралды 1,1 МЛН
Cadiz smart lock official account unlocks the aesthetics of returning home
0:30