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AI From Zero: Build a Neural Network with NumPy
Rated 4.7 out of 5 from 3 reviewsBeginner 18 lessons 503 students
Fare
€21Computer Vision Projects: Detect, Track, Count
Build practical vision systems — object detection, tracking and counting — with Python, OpenCV and PyTorch.
Rated 5.0 out of 5 from 1 review
- Intermediate
- 21 lessons · 3h 43m of video
- 231 students
- English
- Updated Oct 2026
The route
Curriculum
5 modules · 21 lessons · 3h 43m of video
-
1
38m
Images and video
4 lessons
-
2
52m
Detection
5 lessons
-
3
46m
Your own training data
4 lessons
-
4
54m
Tracking and counting
5 lessons
-
5
33m
Real-time performance
3 lessons
Destination
What you will be able to do
- Process images and video with OpenCV
- Detect objects with pretrained models
- Fine-tune a detector on your own images
- Track and count objects across frames
- Optimise for real-time performance
Before you board
You will need
- Comfortable Python
- A computer with 8 GB RAM (GPU optional)
About this course
The journey
This course is five projects, each a working computer-vision application: a people counter, a parking-space monitor, a product detector for a shelf, a sports-ball tracker and a defect spotter for photos of parts.
You learn image processing with OpenCV, object detection with pretrained models, fine-tuning on your own labelled images, multi-object tracking and how to make it all run in real time on ordinary hardware.
Frequently asked questions
Still unsure about something? Write to our contact page and a human answers, usually the same working day.
Intermediate. You should be comfortable with the basics listed under requirements.
No. You pay once and keep lifetime access, including every future update to this course.
Yes. The preview video at the top of this page shows real code from the course being written and run.
Checkout is handled on our provider's secure payment page. The moment your payment clears we email your personal access link and access code to the address you used at checkout, and the same link appears in your account library. There is nothing to install and nothing to wait for.
Email within 14 days of your purchase, quote your order number, and we refund the full amount to your original payment method. No form to fill in and no questions about how much of the course you watched.
What students say
Reviews are written by people who bought this course. We publish the critical ones too.
5.0
Rated 5.0 out of 5Course rating · 1 review
Rating distribution
- 5 stars 100%
- 4 stars 0%
- 3 stars 0%
- 2 stars 0%
- 1 star 0%
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MDSep 2026
Marek Dvorak
Robotics engineer
Rated 5.0 out of 5Five projects I could actually ship
The tracking and counting project is now running on a camera in our warehouse. Fine-tuning on our own photos was explained clearly.
€77
EUR
One-time payment · lifetime access