How to analyze images
Download as PPTX, PDF0 likes186 views
The document provides an overview of image analysis, emphasizing the accessibility of cloud-based tools for users without deep technical expertise. It outlines various prebuilt services such as Azure, IBM Watson, and Google Cloud for tasks like classification and object detection. Additionally, it mentions options for training custom models using drag-and-drop tools from different providers and shares code samples and resources for further exploration.
How to analyze images
- 1. WHAT IS IT? HOW TO ANALYZE IMAGES WITH CODE SUSAN IBACH SUSAN@AIGAMING.COM @HOCKEYGEEKGIRL
- 2. CODE SAMPLES ARE ON GITHUB GITHUB.COM/HOCKEYGEEKGIRL/ANALYZEI MAGE SLIDES ARE AVAILABLE ON SLIDESHARE
- 3. WITH THE ADVENT OF CLOUD WE NOW HAVE THE PROCESSING POWER TO ANALYZE IMAGES
- 4. YOU MAY HAVE BUSINESS IDEAS OR PROBLEMS THAT CAN BE ADDRESSED BY ANALYZING IMAGES
- 5. UNFORTUNATELY ANALYZING IMAGES IS ONE OF THE MORE DIFFICULT TYPES OF DATA SCIENCE
- 6. YOU NEED A WAY TO ANALYZE IMAGES WITHOUT A PHD for lazy coders your ultimate guide to analyzing images
- 7. FORTUNATELY THERE ARE TOOLS AND SERVICES THAT CAN HELP
- 8. SO WHAT ARE YOUR OPTIONS? Prebuilt services Classification Object Detection Neural Networks
- 9. THERE ARE A NUMBER OF PRE- BUILT SERVICES YOU CAN CALL TO ANALYZE IMAGES Visual Feature Azure IBM Watson GCP AWS Image Classificatio n Computer Vision Visual Recognition Vision API Rekognitio n Face Detection Face Visual Recognition Vision API Rekognitio n Digital handwriting & shapes Ink Recognizer Vision API OCR Computer Vision Vision API Rekognitio n Form processing Form Recognizer Textract Emotion Recognition Face Rekognitio n
- 10. ALL SERVICES FOLLOW THE SAME BASIC MODEL • Create a cloud account and sign in to the cloud service • Create an instance of the cloud service • Get the API Key and location of the service • Call the REST API passing in image as URL or file • Results returned in JSON
- 12. THERE ARE DRAG AND DROP TOOLS YOU CAN USE TO TRAIN YOUR OWN MODELS • Custom Vision Service (Microsoft) • Watson Visual Recognition on Watson Studio (IBM) • AutoML Vision (Google) • Vize (Ximilar)
- 14. DEMO: CREATING YOUR OWN OBJECT DETECTION MODEL
- 15. THIS EVENT COULD NOT HAPPEN WITHOUT OUR SPONSORS
- 16. CODE SAMPLES ARE ON GITHUB GITHUB.COM/HOCKEYGEEKGIRL/ANALYZEI MAGE SLIDES ARE AVAILABLE ON SLIDESHARE