Object Detection and Image Recognition with Kotlin
In this webinar, we will explore a deep learning library written in Kotlin, learn how to detect objects of different types in images, build predictive models on numeric data, and create a Kotlin Web Application using Ktor and KotlinDL, which will recognize animals on the photos.
Speaker: Alexey Zinoviev
KotlinDL at GitHub:
Demo:
Timeline:
0:00 Introduction
3:15 Kotlin for Data Science
4:32 Introduction to KotlinDL
10:23 Image Recognition with KotlinDL
10:41 ModelHubs: TensorFlow Model Hub and ONNX Model Hub
14:04 Difference between ResNet50 and ResNet152
22:29 Object Detection with SSD model
26:50 What is the model’s input shape?
29:08 Object Detection with visualization on Swing JPanel
29:48 Image Preprocessing DSL
32:31 Q&A Part 1
37:01 Client-Server Image Recognition service with Ktor
39:28 Client-Server Object Detection POST request with Ktor
43:17 Single-Page Applic
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