Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Theano: let's build a net
Search
ktisha
July 03, 2016
Programming
0
870
Theano: let's build a net
ktisha
July 03, 2016
Tweet
Share
More Decks by ktisha
See All by ktisha
NumPy: Vectorize your brain
ktisha
0
360
Other Decks in Programming
See All in Programming
Putting The Genie in the Bottle - A Crash Course on running LLMs on Android
iurysza
0
140
Improving my own Ruby thereafter
sisshiki1969
1
160
スケールする組織の実現に向けた インナーソース育成術 - ISGT2025
teamlab
PRO
1
140
チームのテスト力を鍛える
goyoki
3
810
Amazon RDS 向けに提供されている MCP Server と仕組みを調べてみた/jawsug-okayama-2025-aurora-mcp
takahashiikki
1
110
CloudflareのChat Agent Starter Kitで簡単!AIチャットボット構築
syumai
2
510
アセットのコンパイルについて
ojun9
0
130
HTMLの品質ってなんだっけ? “HTMLクライテリア”の設計と実践
unachang113
4
2.9k
知っているようで知らない"rails new"の世界 / The World of "rails new" You Think You Know but Don't
luccafort
PRO
1
180
250830 IaCの選定~AWS SAMのLambdaをECSに乗り換えたときの備忘録~
east_takumi
0
400
RDoc meets YARD
okuramasafumi
4
170
「手軽で便利」に潜む罠。 Popover API を WCAG 2.2の視点で安全に使うには
taitotnk
0
870
Featured
See All Featured
Easily Structure & Communicate Ideas using Wireframe
afnizarnur
194
16k
Automating Front-end Workflow
addyosmani
1370
200k
How to Think Like a Performance Engineer
csswizardry
26
1.9k
jQuery: Nuts, Bolts and Bling
dougneiner
64
7.9k
Practical Orchestrator
shlominoach
190
11k
The Cult of Friendly URLs
andyhume
79
6.6k
YesSQL, Process and Tooling at Scale
rocio
173
14k
Templates, Plugins, & Blocks: Oh My! Creating the theme that thinks of everything
marktimemedia
31
2.5k
The Success of Rails: Ensuring Growth for the Next 100 Years
eileencodes
46
7.6k
"I'm Feeling Lucky" - Building Great Search Experiences for Today's Users (#IAC19)
danielanewman
229
22k
Producing Creativity
orderedlist
PRO
347
40k
Facilitating Awesome Meetings
lara
55
6.5k
Transcript
Theano: let’s build a net Ekaterina Tuzova
Motivation
MNIST dataset X — images (60000, 784) Y — labels
(60000, ) Goal: train a model to look at images and predict what digits they are.
K nearest neighbors
K nearest neighbors ~95 % accuracy
Feature engineering
Machine Learning
Machine Learning
Variable in Computer Science A piece of informations stored somewhere
in memory with a name made up by a programmer.
Variable in Mathematics Indeterminate quantity that can be manipulated using
arithmetic operations, or using calculus and so on.
Theano
What is Theano? A library for efficiently handling mathematical expressions
involving tensors.
What is tensor? Multi-dimensional array.
What is Theano? A mathematical symbolic expression compiler.
Quick How-To - Define symbolic expression - Compile a function
that can compute numeric values using those expressions - Execute that function on data
Example model GoogLeNet, 2014 ~99.6% accuracy
Logistic regression Probabilistic, linear classifier.
Simple model
Preparation
Load MNIST
Define model
Theano shared variable Shared between different functions and function calls.
Build model
Train model
Train model ~93% accuracy
Simple model
Improve model
Improve model
Improve model
Train model ~98.5% accuracy
Thank you. @ktisha