Applications of ML – Improving Depth detection, Night Sight, Video Play and Notifications

Here are a few fascinating applications of ML. I mostly track business applications of ML so I was pleasantly surprised to see how Unsupervised Learning and Reinforcement Learning (two ML techniques that do not get much coverage) was being used by two of the biggies in the AI and ML space.

The first two – Depth detection and Nightsight are posts from Google AI Blog.  The following concepts were covered in these posts.

  • PSL Positive shutter lag
  • Motion metering
  • Exposure stacking
  • Astrophotography
  • Super-resolution
  • Auto white balancing and Learning based AWB algorithm
  • Ultra long shot photography
  • Optical Image stabilization

    Facebook Horizon article covered how they were improving user experience with Reinforcement Learning.

  • Improving video playing using Reinforcement Learning (RL)
  • Improving user notifications using Reinforcement Learning

Links to articles:

  1. Under the hood of the Pixel 2: How AI is supercharging hardware – Google AI 
  2. Google AI Blog: Night Sight: Seeing in the Dark on Pixel Phones
  3. Horizon: An open-source reinforcement learning platform – Facebook Code 

Ideas From KCG Innovation Challenge

We started with 40 ideas ( 5 each from 8 departments). After initial screening, we selected 16 ( 2 from each department) and had them present to an external jury. Here are a list of these ideas. we will award three top ideas. We will support many of these ideas turn to prototypes.

  1. Robotic sewage Cleaners
  2. Detecting Landmines Using QuadCopter
  3. Partial Replacement of Natural Course Aggregate with Plastic Aggregate
  4. BIM Modelling using alternate Realities
  5. Voice ATM
  6. IOT based fire alert system
  7. Detecting and helping Dyslexia in Children
  8. Detecting early signs of foot problems for Diabetic Patients
  9. Automating powering up and down classrooms in a college
  10. Water Management system using IOT
  11. Automatic segregation of  recyclable material
  12. Hybrid Solar Panel
  13. MTC Bus Tracking
  14. IOT based Smart glasses
  15. Flexible and Compact couch
  16. Temperature control Jacket