Object Detection Courses and Certifications

Tensorflow Object Detection

A Windows setup and hands-on tutorial for TensorFlow 2 object detection, custom models, image segmentation, and live video inference.

• YouTube
• 1 hour 30 minutes
• Self-Paced
• Free Video

Coursera

Object Localization with TensorFlow

117 ratings at Coursera

Build and train a convolutional neural network with TensorFlow's Keras API that both classifies emojis and predicts their position in images through two model outputs.

• Coursera
• 2 hours
• Self-Paced
• Paid Course

Coursera

Deep Learning with PyTorch : Object Localization

49 ratings at Coursera

Build an object localization model in PyTorch: write a custom image–bounding box dataset, augment with albumentations, fine-tune a pretrained timm CNN, and predict boxes.

• Coursera
• 1 hour 56 minutes
• Self-Paced
• Paid Course

Coursera

Annotate and Analyze Objects for Vision

Build a clean bounding-box dataset with CVAT, audit annotation consistency using IoU, coach annotators, and cluster object sizes to generate anchor box parameters for YOLOv8.

• Coursera
• 2 hours 8 minutes
• Self-Paced
• Paid Course

Coursera

Build & Evaluate Real-Time Object Detectors

Compute and interpret detection metrics like mAP and APsmall, diagnose underperformance, and evaluate YOLOv8 plus DeepSORT pipelines against targets such as 25 FPS at 720p.

• Coursera
• 2 hours 2 minutes
• Self-Paced
• Paid Course

Convolutional Neural Networks

8 ratings

Build convolutional neural networks and residual variants, apply transfer learning, and implement object detection, face recognition, and neural style transfer for art generation.

• Coursera
• 4 weeks, 9 hours a week
• Self-Paced
• Paid Course

Train YOLO for Object Detection with Custom Data

1225 ratings at Udemy

Build your own detector by labelling, training and testing on image, video and in real time with camera: YOLO v3 and v4

• Udemy
• 7 hours 7 minutes
• Self-Paced
• Paid Course

MathWorks

Object Tracking and Motion Detection with Computer Vision

36 ratings at Coursera

Track objects and detect motion in video with MATLAB: run pre-trained deep neural networks for object detection, apply optical flow, and count highway vehicles by direction.

• Coursera
• 4 weeks, 3 hours a week
• Self-Paced
• Paid Course

Packt

Computer Vision: YOLO Custom Object Detection with Colab GPU

Train custom YOLOv4 object detectors with Darknet on Colab GPU: label data, run pre-trained detection on images, video and webcam, and build COVID-19 detection.

• Coursera
• 7 hours 39 minutes
• Self-Paced
• Paid Course

Coursera Career Certificate

Applied Object Detection & Segmentation

Build production-grade object detection and segmentation systems with YOLOv8 and DeepSORT, evaluate using mAP, IoU and Dice, and deploy via TensorFlow Lite, Docker and AWS Lambda.

• Coursera
• 4 weeks, 10 hours a week
• Self-Paced
• Paid Course
• 8 courses

Nicholas Renotte

Automatic Number Plate Recognition Using Tensorflow and EasyOCR - Python

1 rating

Build a real-time automatic number plate recognition system that detects plates, extracts text with OCR, and saves results from images and video.

• YouTube
• 1 hour 56 minutes
• Self-Paced
• Free Video

Venelin Valkov

Object Detection on Custom Dataset with YOLO - Fine-Tuning with PyTorch and Python Tutorial

7 ratings

Fine-tune YOLOv5 on a custom clothing dataset, evaluate its object-detection performance, and run inference on new images.

• YouTube
• 31 minutes
• Self-Paced
• Free Video

Murtaza's Workshop - Robotics and AI

Easy Hand Sign Detection - American Sign Language ASL - Computer Vision

Build a webcam-based system that detects a hand, classifies ASL letters, and displays the result using custom training data.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Augmented Startups

How to Install Detectron2 for Computer Vision with OpenCV Python - Part 2

A hands-on setup guide for installing Detectron2 with Anaconda, CUDA, PyTorch, Cython, Pycocotools, OpenCV, and Google Colab.

• YouTube
• 32 minutes
• Self-Paced
• Free Video

Nicholas Renotte

Building a Machine Learning Drowsiness Detector App with Sound Alerts

Build a Python app that detects drowsiness with YOLOv5 and triggers sound alerts through a Tkinter interface.

• YouTube
• 22 minutes
• Self-Paced
• Free Video