U-Net Segmentation

Specialization Course

Become an End-to-End U-Net Segmentation specialist in just 4 Weeks!

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Presenting..

U-Net  Segmentation Specialization

Become a U-Net Segmentation Specialist in just 4 Weeks.

  1. Introduction - U-Net Architecture Implementation
  2. Training - U-Net Data processing and augmentation
  3. Inference - Data loading, prediction, and evaluation.
  4. Advanced Topics - ResNet50, MobileNet V2, CBAM.
  5. Apps - Brain Tumor, Polyp, Road pothole segmentation

"If you want to Develop Image Segmentation Apps,

then this course is just for you!"

10 Hours+ Content

Code + Datasets

Beginner Friendly

Lifetime Access

Curriculum

UNET segmentation architecture

Module 1

Introduction and Theory

  • What is Semantic Segmentation?
  • What is U-Net?
  • Effectiveness of U-Net
  • Architecture Comparison
  • Performance Comparison
  • Why U-Net?

Module 2

U-Net Implementation

  • Going through the research paper
  • Encoder block implementation
  • Decoder block implementation
  • UNET Model
    • Ubuntu
    • Colab

Module 3

Dataset 

  • Dataset sources
    • Where to find Standard Dataset
  • Creating Dataset
    • Collecting Images
    • Annotation
  • Dataset Management
    • How to deal with faulty images in the dataset?
    • Cleaning Datasets
    • Places to store the dataset(cloud options)

Module 4

Training

  • The process of training UNET
  • Dataset processing
  • Data augmentation
  • UNET Model
  • Training
    • Ubuntu
    • Colab

Module 5

Inference

  • Loading the model
  • Loading the test dataset
  • Predicting the mask
  • Evaluating the predicted mask
    • F1
    • mIoU
    • Precision, Recall, & Accuracy
    • Calculating FPS

Module 6

Advanced Topics

  • Transfer Learning on UNET
  • Attention mechanism in UNET
  • Convert Mask to the bounding box
  • UNET for object detection
  • Counting objects using UNET

App 1

Human Image Segmentation 

App 2

Background Removal

App 3

Blur Background

Blur Background

App 4

Face Privacy Blurring

Face Privacy Blurring

App 5

Hair Color Changer

Hair Color Changer UNET

App 6

PolyP Segmentation

App 7

Cell Nuclei Segmentation

Cell Nuclei Segmentation

App 8

Brain Tumor Segmentation

Brain Tumor Segmentation

Bonuses

Certification

Once you complete the course, you will graduate with an Official Certificate embedded with a unique ID that you can share on LinkedIn.

Your Instructors

Ritesh Kanjee

  • 99k Subscribers - YouTube

  • 70k Students - Augmented Startups

  • M(Eng.) Electronic - University of Joburg

Nikhil Kumar

  • Deep Learning Researcher

  • 5+ years experience in Python

Course Development Timeline

1st July

The U-Net Segmentation Course Development commences. During this time lectures will be created and rolled out to you as they are completed.

July - Aug. 2022.

The beta version of the course will be completed. Feedback on lessons is collected and updates are rolled out based on your feedback.

31st Aug 2022

The course is finalized with updates to the course.

Pricing

Early Bird Pricing Ends in:

00

DAYS

00

HOURS

00

MINS

00

SECS

U-Net Segmentation Starter

FREE

PREVIEW

  • [Module 1] 
    Introduction and Theory
  • [Module 2] 
    UNET Implementation

  • LIFETIME ACCESS to U-Net Segmentation Starter Course

  • ACCESS Anywhere, Anytime on the Web or through the Kajabi app (iOS & Android)

  • Discord & Facebook Community

[Normal Price $379]

PREVIEW FOR FREE

U-Net Segmentation PRO

$199

🔥ONCE OFF🔥

  • [Module 1] 
    Introduction and Theory
  • [Module 2] 
    UNET Implementation
  • [Module 3] 
    Dataset
  • [Module 4]
    Training
  • [Module 5]
    Inference
  • [Module 6]
    Advanced Topics
  • [Module 7]
    • App 1 - Human Image Segmentation
    • App 2 - Background Removal
    • App 3 - Blur Background
    • App 4 - Face Privacy Blurring
    • App 5 - Hair Color Change
    • App 6 - PolyP Segmentation
    • App 7 - Cell Nuclei Segmentation
    • App 8 - Brain Tumor Segmentation
  • [Module 8]
    Summary

  • LIFETIME ACCESS to U-Net Segmentation PRO

  • VIP Technical Support via Chat 

  • 1x Private 1-on-1 Coaching Session with Ritesh Kanjee

  • ACCESS Anywhere, Anytime on the Web or through the Kajabi app (iOS & Android)

  • WhatsApp, Discord & Facebook Community

  • Certificate of Completion

  • [Bonus 1] Neural Networks Fundamentals Nano Course
  • [Bonus 2] Accelerate Deep Learning on RPi Course 
  • [Bonus 3] Project EDITH AI Glasses Course 
  • [Bonus 4] Face Detection Attendance Project in PyQt (1-hour) 
  • [Bonus 5] YOLOv5 Chess Piece Colab Training and Testing
  • [Bonus 6] 5 Hour OpenCV Python Course

[Normal Price $999]

PREORDER FOR $199

It will cost you:

$5900+

Without this Course, to hire a developer to develop an end-to-end U-Net Segmentation for you. That is 73+ hours at $40 per hour.

$199[$974]

Early Bird Prices

By enrolling in this course, you save thousands of dollars and you are able to develop custom model for your own clients.

FAQ

Still Have Questions?

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