TAKE THE JOURNEY FROM 2D OBJECT DETECTION TO 4D PERCEPTION WITH...
Learn the skills to break free from object detection projects, and dive in a step by step process to become a 3D Perception Engineers, with skills usable across industries like Robotics, Computer Vision, LiDARs, and more...
This bundle is now closed.
Dear Object Detection Engineer,
If you've spent some time learning object detection, and now wonder "What's next for me? How do I make it a cutting-edge job like I see on LinkedIn?" — then this page will show you how.
Here's the TLDR of what I'm going to tell you:
At least, learning ONLY about object detection, spending hours mastering all the types of object detectors, anchor boxes, training on custom datasets... and so on.... is.
Why?
Because while it's all very important to know, nobody cares about bounding boxes!
The skill of finding an object in an image isn't that useful, if you can't tell more information about the object (real 3D position, motion, speed, direction, ...)
With that, almost everybody can run an object detector these days.
There is no value to bring to a company if your only skills is to find rectangles in an image (detect objects).
With tracking, you can take your object detection skills on steroids, and distinguish multiple objects, track their past moves, anticipate their next ones... and engineer a complete perception pipeline!
Object tracking is one of the most interesting sub-fields in Computer Vision, and frankly, it's the #1 best next step to make if you're an engineer who learns about object detection and wants to make an impact.
Why?
Simply because tracking is what naturally follows object detection.
You learn to detect objects, and then you learn to track them.
You can't track what you can't even detect; so you do need object detection, but only as a step 1.
It's also a safe skill.
👉🏼 We're not talking about strange Deep Learning techniques, we're not talking about specific sensors that maybe 1% of the companies use (I teach all of that too), we're talking about a topic that is widely spread, and extensively used inside and outside of the autonomous space.
To me, learning object tracking should be almost mandatory for Perception Engineers, whether on Computer Vision, LiDAR, or even RADAR...
Here are the 2 core skills you should build:
CORE SKILL #1
CORE SKILL #2
CORE SKILL #3
Once you've learned how to track and predict object's positions in 2D, the real value is in 3D! We live in a 3D world, and while tracking objects in 2D is already more useful than merely detecting them, the incredible value lies in detecting AND tracking all the objects in 3D!
This last output is what self-driving car companies use. It's what they implement in their Perception software. Not 2D object detection... 4D Perception!
If you like self-driving cars, then you could take a look at Waymo, and how they implement it...
Notice how the skills are similar to those of Core Skill #3? It's because self-driving cars need the real, 3D position of an object to make decisions, and thus, engineers need to know how to implement detection & tracking in 3D!
The Tracking Pack is a combination of 3 of my best courses on Perception. The first course teaches Multi-Object Tracking. The second courses teaches Kalman Filters. And the third courses teaches Multi-Object Tracking with Kalman Filters in 3D! Going through this series of courses in this order is not just taking a bundle of courses, it's following a real curriculum designed to build advanced, hireable, skills.
The Journey goes via these 3 courses:
COURSE #1
In this course, you'll learn how to move from object detection to multi-object tracking, and implement several robotics and deep learning based tracking algorithms.
MODULE 1
MODULE 2
MODULE 3
At least, this is what many engineers reported after going through it... See this one for example, named VP (name withheld on request):
"Hi Jeremy,
I have been purchasing your courses for a while now, they are excellent and have given me so much confidence in dealing with tech, I also got an internship in a UGV startup company with your portfolio projects.
The projects that I showed were the Segformer semantic segmentation and object tracking.
The object tracking really stood out to them. Further rounds were taken, they asked me to implement kalman filters on it.
Now I'm a perception engineer intern in this company, as it's a start up, I get to do a lot of hands-on learning and experimenting. I will be taking a lot more of your courses as time goes by and I get deeper into this industry, so I would appreciate it if I could get a discount next time.
Anyways, Excellent quality courses, Excited to see what else is in store for us!
VP"
As you can see, the next skill requested by the UGV (Unmanned Ground Vehicle - typically for defense/military startups) is Kalman Filters:
COURSE #2
In this course, you'll learn step-by-step what is a Kalman Filter (our second core skill), and how to apply it to Object Tracking scenarios.
MODULE 1
MODULE 2
MODULE 3
COURSE #3
This is the final course of the journey, in which you'll build ultra-advanced 4D Perception skills based on 3D Object Detection and 3D Object Tracking with Expanded 3D Kalman Filters.
MODULE 1
MODULE 2
MODULE 3
It's closed most of the time, and only available via waitlist. But when you join the Tracking Pack, you get to access it immediately along with your other courses!
With this, this is the course where you build the real valuable portfolio projects that get you hired... like this one:
Yes, all courses include lifetime access & frequent updates. You also get to unlock them immediately.
Each course has its own page where you can enroll separately. Joining the pack provides a discount and has you complete the tracking journey; meaning you'll have built a strong specialization on Perception & Object Tracking.
This is a bundle of 3 Products, and they are to be followed exactly in the offer presented in this page.
❌ Although all these courses are short and straight to the point, if you have no understanding of what object detection is, you may not be there yet.
❌ If you can't code in Python, or have never worked with Deep Learning before, I also recommend not to join right away, and to start on beginner platforms.
✅ But if you can code in Python, understand backpropagation, have already built basic Deep Learning projects, and feel like your skills are ready to improve, then the entire Tracking Journey is unlockable just for a few days.
At what price?
👉🏼 Rather than the 845€ you would get by purchasing one by one, you can unlock this pack for 3*195€, or a single payment of 585€ (a 35% discount).
To access, enroll below:
'I recently completed the updated version of your obstacle tracking course. Really liked it. I liked that you gave a quick walkthrough of all the major 2D OD networks. I also liked the part where we used additional metrics and not just IOU for our hungarian matching. And yes, seeing the classical sort perform better than deep sort gave insights into how problems can still be solved using good classical CV approach. Lastly, what better than seeing all of this being put into action on a live video?
The 4D Perception courses sound really exciting. With 3D tracking we’d be introducing x,y,z positions, and velocity and the orientation. "
Mayur Waghchoure, AD software Engineer
"It helped me connect many dots together related to probabilistic robotics.
This coursework is really amazing and it has given me some insights about those topics I was really not aware at at the beginning."
Dheeraj Madda, Tracking Edgeneer
MLV Prasad, Data Science and analytics - Mentor @codingInvaders
Before purchasing the course, I was doubting because of the course fee wrt Indian purchasing power parity (it's my fathers 1 monthly salary.. to give you context and also the income per person in India).
But I got the thing which I am missing as advanced stuff in my resume to shortlist myself. I really liked the project Implementation and simplicity of course page. Now I have an advanced project to keep in my resume, and your emails made me keep a high standard for myself. It also made me keep you as my role model to be proficient in CV space in India in next two 2 years.
I thank you very much, because what I was looking for was found here in structured and guided manner, where I can't find elsewhere for sure.
I would definitely recommend. Thank you very much jeremy..
Ivo Germann, Development engineer R&D, Project leader bei Zumbach AG
"This is a great course and it is exactly what I was looking for! I've done many Kalman courses in the past but the example with the bicycle really opened my eyes.
To be honest I played with the code quite a few hours and could develop a really good understanding how a Kalman filter works.
Thanks a lot!"
☄️
The Tracking Pack is not just a bundle of courses; it's a curriculum created to help you become a 4D Perception Engineer. Other products on tracking may teach some tracking skills independently, but this course really connects all the dots together into a curriculum where any 2D Object Detection Engineer can become a 4D Perception Engineer.
👉🏼 This course will go step-by-step from the fundamentals of 2D Object Detection to Hardcore 4D Perception.
For that, it will start at 2D, explore 2D Object Detection & Tracking, and then take you to 3D Object Detection, and to 3D Object Tracking. The path is incremental, and these courses have been designed to be purchased together.
This matters because it means you can take this pack with no knowledge of tracking or 3D, and end up being a 4D Perception Engineer.
✔ LEARN OBSTACLE TRACKING [299€ value]
✔ LEARN KALMAN FILTERS [249€ value]
✔ MASTER 4D PERCEPTION [375€ value]
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