Deep Learning Computer Vision™ CNN, OpenCV, YOLO, SSD & GANs


deep learning computer visiontm cnn opencv yolo ssd & gans free download

Go from newbie to Professional in utilizing Deep Studying for Laptop Imaginative and prescient (Keras & Python) finishing 28 Actual World Tasks

What you’ll study

  • Be taught by finishing 26 superior laptop imaginative and prescient tasks together with Emotion, Age & Gender Classification, London Underground Signal Detection, Monkey Breed, Flowers, Fruits , Simpsons Characters and plenty of extra!
  • Be taught Superior Deep Studying Laptop Imaginative and prescient Methods corresponding to Switch Studying and utilizing pre-trained fashions (VGG, MobileNet, InceptionV3, ResNet50) on ImageNet and re-create common CNNs corresponding to AlexNet, LeNet, VGG and U-Web.
  • Perceive how Neural Networks, Convolutional Neural Networks, R-CNNs , SSDs, YOLO & GANs with my simple to observe explanations
  • Develop into conversant in different frameworks (PyTorch, Caffe, MXNET, CV APIs), Cloud GPUs and get an summary of the Laptop Imaginative and prescient World
  • Learn to use the Python library Keras to construct advanced Deep Studying Networks (utilizing Tensorflow backend)
  • Learn to do Neural Fashion Switch, DeepDream and use GANs to Age Faces as much as 60+
  • Learn to create, label, annotate, practice your individual Picture Datasets, excellent for College Tasks and Startups
  • Learn to use OpenCV with a FREE Optionally available course with nearly four hours of video
  • Learn to use CNNs like U-Web to carry out Picture Segmentation which is extraordinarily helpful in Medical Imaging utility
  • Learn to use TensorFlow’s Object Detection API and Create A Customized Object Detector in YOLO
  • Be taught Facial Recognition with VGGFace
  • Be taught to make use of Cloud GPUs on PaperSpace for 100X Velocity Improve vs CPU
  • Be taught to Construct a Laptop Imaginative and prescient API and Net App and host it on AWS utilizing an EC2 Occasion

Necessities

  • Primary programming data is a plus however not a requirement
  • Highschool degree math, School degree can be a bonus
  • Atleast 20GB cupboard space for Digital Machine and Datasets
  • A Home windows, MacOS or Linux OS

Description

Deep Studying Laptop Imaginative and prescient™ Use Python & Keras to implement CNNs, YOLO, TFOD, R-CNNs, SSDs & GANs + A Free Introduction to OpenCV3.

If you wish to study all the most recent 2019 ideas in making use of Deep Studying to Laptop Imaginative and prescient, look no additional – that is the course for you! You’ll get arms  the next Deep Studying frameworks in Python:

  • Keras
  • Tensorflow
  • TensorFlow Object Detection API
  • YOLO (DarkNet and DarkFlow)
  • OpenCV

All in a simple to make use of digital machine, with all libraries pre-installed!

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Apr 2019 Updates:

  • The best way to setup a Cloud GPU on PaperSpace and Prepare a CIFAR10 AlexNet CNN nearly 100 occasions sooner!
  • Construct a Laptop Imaginative and prescient API and Net App and host it on AWS utilizing an EC2 Occasion!

Mar 2019 Updates:

Newly added Facial Recognition & Credit score Card Quantity Reader Tasks

  • Acknowledge a number of individuals utilizing your webcam
  • Facial Recognition on the Mates TV Present Characters
  • Take an image of a Credit score Card, extract and determine the numbers on that card!

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Laptop imaginative and prescient purposes involving Deep Studying are booming!

Having Machines that may ‘see‘ will change our world and revolutionize nearly each trade on the market. Machines or robots that may see will have the ability to:

  • Carry out surgical procedure and precisely analyze and diagnose you from medical scans.
  • Allow self-driving automobiles
  • Seriously change robots permitting us to construct robots that may prepare dinner, clear and help us with nearly any job
  • Perceive what’s being seen in CCTV surveillance movies thus performing safety, visitors administration and a bunch of different providers
  • Create Artwork with wonderful Neural Fashion Transfers and different modern sorts of picture era
  • Simulate many duties corresponding to Growing old faces, modifying dwell video feeds and realistically substitute actors in movies

Large know-how corporations corresponding to Fb, Google, Microsoft, Apple, Amazon, and Tesla are all closely devoting billions to laptop imaginative and prescient analysis.

Consequently, the demand for laptop imaginative and prescient experience is rising exponentially!

Nevertheless, studying laptop imaginative and prescient with Deep Studying is difficult!

  • Tutorials are too technical and theoretical
  • Code is outdated
  • Rookies simply don’t know the place to begin

That’s why I made this course!

  • I  spent months growing a correct and full studying path.
  • I educate all key ideas logically and with out overloading you with mathematical principle whereas utilizing the hottest strategies.
  • I created a FREE Digital Machine with all Deep Studying Libraries (Keras, TensorFlow, OpenCV, TFODI, YOLO, Darkflow and many others) put in! This may prevent hours of painfully sophisticated installs
  • I educate utilizing sensible examples and also you’ll study by doing 18 tasks!

Tasks corresponding to:

  1. Handwritten Digit Classification utilizing MNIST
  2. Picture Classification utilizing CIFAR10
  3. Canine vs Cats classifier
  4. Flower Classifier utilizing Flowers-17
  5. Style Classifier utilizing FNIST
  6. Monkey Breed Classifier
  7. Fruit Classifier
  8. Simpsons Character Classifier
  9. Utilizing Pre-trained ImageNet Fashions to categorise a 1000 object courses
  10. Age, Gender and Emotion Classification
  11. Discovering the Nuclei in Medical Scans utilizing U-Web
  12. Object Detection utilizing a ResNet50 SSD Mannequin constructed utilizing TensorFlow Object Detection
  13. Object Detection with YOLO V3
  14. A Customized YOLO Object Detector that Detects London Underground Tube Indicators
  15. DeepDream
  16. Neural Fashion Transfers
  17. GANs – Generate Faux Digits
  18. GANs – Age Faces as much as 60+ utilizing Age-cGAN
  19. Face Recognition
  20. Credit score Card Digit Reader
  21. Utilizing Cloud GPUs on PaperSpace
  22. Construct a Laptop Imaginative and prescient API and Net App and host it on AWS utilizing an EC2 Occasion!

And OpenCV Tasks corresponding to:

  1. Stay Sketch
  2. Figuring out Shapes
  3. Counting Circles and Ellipses
  4. Discovering Waldo
  5. Single Object Detectors utilizing OpenCV
  6. Automotive and Pedestrian Detector utilizing Cascade Classifiers

So if you wish to get a wonderful basis in Laptop Imaginative and prescient, look no additional.

That is the course for you!

On this course, you’ll uncover the facility of Laptop Imaginative and prescient in Python, and procure expertise to dramatically improve your profession prospects as a Laptop Imaginative and prescient developer.

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As for Updates and help:

I might be lively day by day within the ‘questions and solutions’ space of the course, so you’re by no means by yourself.

So, are you able to get began? Enroll now and begin the method of changing into a Grasp in Laptop Imaginative and prescient utilizing Deep Studying right now!

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What earlier college students have mentioned my different Udemy Course: 

“I’m amazed on the prospects. Very academic, studying greater than what I ever thought was potential. Now, with the ability to really use it in a sensible goal is intriguing… far more to study & apply”

“Extraordinarily nicely taught and informative Laptop Imaginative and prescient course! I’ve trawled the net on the lookout for OpenCV python tutorials sources however this course was by far one of the best amalgamation of related classes and tasks. Cherished a number of the tasks and had a number of enjoyable tinkering them.”

“Superior teacher and course. The explanations are very easy to know and the supplies are very simple to observe. Positively a very good introduction to picture processing.”

“I’m extraordinarily impressed by this course!! I feel that is by far one of the best Laptop Imaginative and prescient course on Udemy. I’m a university scholar who had beforehand taken a Laptop Imaginative and prescient course in undergrad. This 6.5 hour course blows away my faculty class by miles!!”

“Rajeev did a fantastic job on this course. I had no thought how laptop imaginative and prescient labored and now have a superb basis of ideas and data of sensible purposes. Rajeev is obvious and concise which helps make an advanced topic simple to understand for anybody wanting to begin constructing purposes.”

======================================================Who this course is for:

  • Programmers, faculty college students or anybody keen about laptop imaginative and prescient and deep studying
  • These desirous to be on the forefront of the job marketplace for the AI Revolution
  • Those that have a tremendous startup or App thought involving laptop imaginative and prescient
  • Enthusiastic hobbyists wanting to construct enjoyable Laptop Imaginative and prescient purposes

Created by Rajeev D. Ratan
Final up to date 3/2020
English
English [Auto-generated]

Size: 11.08 GB

https://www.udemy.com/master-deep-learning-computer-visiontm-cnn-ssd-yolo-gans/.
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