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
Machine Learning in iOS
Search
Kajornsak Peerapathananont
August 25, 2018
Technology
0
62
Machine Learning in iOS
MobConfTH 2018
Kajornsak Peerapathananont
August 25, 2018
Tweet
Share
More Decks by Kajornsak Peerapathananont
See All by Kajornsak Peerapathananont
Understanding your Android build
kajornsakp
0
26
iOSDevTH #21
kajornsakp
0
26
What's new in Flutter (Google I/O Extended Bangkok 22)
kajornsakp
0
48
Mobile Design System at scale
kajornsakp
0
68
What's new in Flutter 2020
kajornsakp
0
52
Mobile Machine Learning for All Skill Levels
kajornsakp
0
26
What's new in Flutter 1.9
kajornsakp
0
47
Kotlin meets Web
kajornsakp
0
18
From design to develop with Material Components
kajornsakp
0
120
Other Decks in Technology
See All in Technology
強いチームと開発生産性
onk
PRO
35
11k
Can We Measure Developer Productivity?
ewolff
1
150
誰も全体を知らない ~ ロールの垣根を超えて引き上げる開発生産性 / Boosting Development Productivity Across Roles
kakehashi
1
230
アジャイルチームがらしさを発揮するための目標づくり / Making the goal and enabling the team
kakehashi
3
130
マルチプロダクトな開発組織で 「開発生産性」に向き合うために試みたこと / Improving Multi-Product Dev Productivity
sugamasao
1
310
【Startup CTO of the Year 2024 / Audience Award】アセンド取締役CTO 丹羽健
niwatakeru
0
1.3k
CDCL による厳密解法を採用した MILP ソルバー
imai448
3
120
20241120_JAWS_東京_ランチタイムLT#17_AWS認定全冠の先へ
tsumita
2
300
OCI Network Firewall 概要
oracle4engineer
PRO
0
4.2k
Evangelismo técnico: ¿qué, cómo y por qué?
trishagee
0
360
OCI 運用監視サービス 概要
oracle4engineer
PRO
0
4.8k
Introduction to Works of ML Engineer in LY Corporation
lycorp_recruit_jp
0
140
Featured
See All Featured
The Web Performance Landscape in 2024 [PerfNow 2024]
tammyeverts
0
97
Principles of Awesome APIs and How to Build Them.
keavy
126
17k
How GitHub (no longer) Works
holman
310
140k
The Power of CSS Pseudo Elements
geoffreycrofte
73
5.3k
Happy Clients
brianwarren
98
6.7k
Ruby is Unlike a Banana
tanoku
97
11k
Designing for Performance
lara
604
68k
How to Ace a Technical Interview
jacobian
276
23k
Agile that works and the tools we love
rasmusluckow
327
21k
Reflections from 52 weeks, 52 projects
jeffersonlam
346
20k
Bash Introduction
62gerente
608
210k
Typedesign – Prime Four
hannesfritz
40
2.4k
Transcript
#mobconf18 Machine Learning in iOS “How to make your app
smarter than ever” !1
#mobconf18 Kajornsak Peerapathananont Mobile Developer @kajornsakp !2
#mobconf18 Why mobile apps need ML? !3
#mobconf18 !4
#mobconf18 !5
#mobconf18 What is Machine Learning? !6
#mobconf18 !7
#mobconf18 Real-world ML !8
#mobconf18 ML in mobile applications? !9
#mobconf18 Predictive keyboard • Natural Language Processing (NLP) • Recurrent
Neural Networks (RNNs) !10
#mobconf18 Google Lens • Image Recognition • Object Detection •
Text Detection !11
#mobconf18 Traditional ML applications !12
#mobconf18 UPLOAD RESPONSE !13 CLASSIFY RE-TRAIN
#mobconf18 Looks Good To Me! !14
#mobconf18 But… !15
#mobconf18 Connectivity problem https://opensignal.com/reports/2018/02/state-of-lte#map !16
#mobconf18 On-device Machine Learning
#mobconf18
#mobconf18 Core ML • WWDC 2017 • On-device ML framework
• iOS 11 and earlier • .mlmodel
#mobconf18
#mobconf18
#mobconf18
#mobconf18 MPS Accelerate
#mobconf18 Demo
#mobconf18 Recap
#mobconf18
#mobconf18
#mobconf18 Can we create our own Model?
#mobconf18
#mobconf18 https://www.mathworks.com/solutions/deep-learning/convolutional-neural-network.html
#mobconf18
#mobconf18 coremltools .mlmodel
#mobconf18
#mobconf18
#mobconf18 One more thing…
#mobconf18 Create ML • WWDC 2018 • Native ML Frameworks
• 100% Swift • Mojave only
#mobconf18
#mobconf18
#mobconf18
#mobconf18 “Create model in 3 lines of code…”
#mobconf18 ❓
#mobconf18 Demo
#mobconf18 Recap
#mobconf18
#mobconf18
#mobconf18 One more thing…again
#mobconf18 Turi Create • WWDC 2018 • Python library for
create Core ML model • Cross platform ( not only Mojave) • Required ML Expert
#mobconf18
#mobconf18
#mobconf18
#mobconf18
#mobconf18
#mobconf18
#mobconf18 iOS ❤ ML
#mobconf18 –Me “”
#mobconf18 Resources • https://developer.apple.com/documentation/coreml • https://developer.apple.com/documentation/createml • https://developer.apple.com/videos/play/wwdc2017/703/ • https://developer.apple.com/videos/play/wwdc2018/703/
• https://developer.apple.com/videos/play/wwdc2018/712