SlideShare a Scribd company logo
Top Computer Vision
Trends and How You
Can Build for Them
Today
Allie Miller
IBM Watson
June 22, 2018
Hi.I’m Allie Miller.
@alliekmiller
I always start with a fun fact.
Slides created and presented by Allie Miller @alliekmiller
Computer Vision is key and part of the
larger picture.
“2016 was all about the year of the chatbot. 2017 has been all
about conversational experience - specifically voice-based
experiences with the explosion of Alexa, Google Home, etc.
In 2018, we are heading into the concept of multi-modal
computing, it's the integration of voice, touch and vision.”
- Anu Deshpande, Woodside Capital Partners
Slides created and presented by Allie Miller @alliekmiller
What is trending in computer vision?
Customization Flexibility Transparency
Slides created and presented by Allie Miller @alliekmiller
What is trending in computer vision?
“Let it do anything,
put it anywhere,
and make it awesome.”
Slides created and presented by Allie Miller @alliekmiller
Custom Models drive deeper business value.
• Speed: fastest ramp-up time possible (10 images per class)
• Accuracy: 80-90%+
• Security: data is never shared cross-instance
night sky Houston
General Model Custom Model
Slides created and presented by Allie Miller @alliekmiller
Deploy anywhere that business needs to be.
On premise In the cloud On the edge
Businesses go global,
online, distributed for
cost-saving
Computational
power goes mobile,
offline AI models,
reduced latency
Slides created and presented by Allie Miller @alliekmiller
Deploy anywhere that business needs to be.
Slides created and presented by Allie Miller @alliekmiller
Custom Model on the Edge
Demo
Download WatsonML
in App Store
Slides created and presented by Allie Miller @alliekmiller
Deploy anywhere that business needs to be.
On premise In the cloud On the edge
Slides created and presented by Allie Miller @alliekmiller
The black box doesn’t work.
Gender AgeEthnicity
Height
Socioeconomic	status
Color	blindness
Risk	profile
Education
Industry
Geography
Language
Device
Lighting
Tone
Emotion
Time	of	day
Day	of	week
Month	of	year
Season
Quarter
Financial	health
Weather
Economy
Work	training
Reading	level
Visual	accessibility
Physical	accessibility
Cognitive	accessibility
Algorithm	structure
Server	structure
Humor
Handedness	
Metrics	
Similarity	bias	
Group	think
Slides created and presented by Allie Miller @alliekmiller
Coder Challenges
ibm.biz/ibmcoder
Code Patterns
ibm.biz/developibmcode
Learn for Free
ibm.biz/bayareaevents
My advice: Build something. Delight someone.
@alliekmiller

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Top 3 Computer Vision Trends and How to Build For Them

  • 1. Top Computer Vision Trends and How You Can Build for Them Today Allie Miller IBM Watson June 22, 2018
  • 3. I always start with a fun fact. Slides created and presented by Allie Miller @alliekmiller
  • 4. Computer Vision is key and part of the larger picture. “2016 was all about the year of the chatbot. 2017 has been all about conversational experience - specifically voice-based experiences with the explosion of Alexa, Google Home, etc. In 2018, we are heading into the concept of multi-modal computing, it's the integration of voice, touch and vision.” - Anu Deshpande, Woodside Capital Partners Slides created and presented by Allie Miller @alliekmiller
  • 5. What is trending in computer vision? Customization Flexibility Transparency Slides created and presented by Allie Miller @alliekmiller
  • 6. What is trending in computer vision? “Let it do anything, put it anywhere, and make it awesome.” Slides created and presented by Allie Miller @alliekmiller
  • 7. Custom Models drive deeper business value. • Speed: fastest ramp-up time possible (10 images per class) • Accuracy: 80-90%+ • Security: data is never shared cross-instance night sky Houston General Model Custom Model Slides created and presented by Allie Miller @alliekmiller
  • 8. Deploy anywhere that business needs to be. On premise In the cloud On the edge Businesses go global, online, distributed for cost-saving Computational power goes mobile, offline AI models, reduced latency Slides created and presented by Allie Miller @alliekmiller
  • 9. Deploy anywhere that business needs to be. Slides created and presented by Allie Miller @alliekmiller
  • 10. Custom Model on the Edge Demo Download WatsonML in App Store Slides created and presented by Allie Miller @alliekmiller
  • 11. Deploy anywhere that business needs to be. On premise In the cloud On the edge Slides created and presented by Allie Miller @alliekmiller
  • 12. The black box doesn’t work. Gender AgeEthnicity Height Socioeconomic status Color blindness Risk profile Education Industry Geography Language Device Lighting Tone Emotion Time of day Day of week Month of year Season Quarter Financial health Weather Economy Work training Reading level Visual accessibility Physical accessibility Cognitive accessibility Algorithm structure Server structure Humor Handedness Metrics Similarity bias Group think Slides created and presented by Allie Miller @alliekmiller
  • 13. Coder Challenges ibm.biz/ibmcoder Code Patterns ibm.biz/developibmcode Learn for Free ibm.biz/bayareaevents My advice: Build something. Delight someone. @alliekmiller