Top 3 Computer Vision Trends and How to Build For Them
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The document discusses current trends in computer vision, highlighting customization, flexibility, and transparency as key elements for businesses. It emphasizes the importance of custom models that provide fast ramp-up times, high accuracy, and secure data handling, along with the ability to deploy solutions across various environments such as on-premise, cloud, and edge devices. The overarching message encourages developers to innovate and create solutions that delight users.
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