Advanced
Data Preprocessing
We will use the music21 toolkit (a toolkit for computer-aided musicology, MIT) to extract data from these MIDI files. A. Notes…
July 15, 2021 · Rajil TLAdvanced
Advanced
Composing Jazz Music with Deep Learning
Deep Learning is on the rise, extending its application in every field, ranging from computer vision to natural…
July 15, 2021 · Rajil TLAdvanced
The YOLO (You Only Look Once) Algorithm
A better algorithm that tackles the issue of predicting accurate bounding boxes while using the convolutional sliding window…
July 15, 2021 · Rajil TL
Advanced
Object Detection
An approach to building an object detection is to first build a classifier that can classify closely cropped…
July 15, 2021 · Rajil TL
Advanced
Introduction to Object Detection
Humans can easily detect and identify objects present in an image. The human visual system is fast and…
July 15, 2021 · Rajil TL
Advanced
Object detection for self-driving cars – Part 5
Object Detection on Sample Test Image We will use the trained model to predict the respective classes and…
July 15, 2021 · Rajil TL
Advanced
Object detection for self-driving cars – Part 4
Tackling Multiple Detection Threshold Filtering The YOLO object detection algorithm will predict multiple overlapping bounding boxes for a…
July 15, 2021 · Rajil TLAdvanced
Object detection for self-driving cars – Part 3
Model Architecture The YOLO model has the following architecture (see Fig 3). The network has 24 convolutional layers…
July 15, 2021 · Rajil TLAdvanced
Object detection for self-driving cars – Part 2
Defining the Model Instead of building the model from scratch, we will be using a pre-trained network and…
July 15, 2021 · Rajil TLAdvanced
Object detection for self-driving cars – Part 1
Data Preprocessing Before, we get into building the various components of the object detection model, we will perform…
July 15, 2021 · Rajil TL