Dog breed image classification using transfer learning
Dog breed image classification using transfer learning, available at $19.99, has an average rating of 3.31, with 15 lectures, based on 8 reviews, and has 31 subscribers.
You will learn about Dog Breed Image classification using transfer learning Understanding of transfer learning Learn how CNN lends themselves useful for transfer learning Build a real life web application for dog breed classification This course is ideal for individuals who are Begineer and intermediate python developers who are curious about computer vision It is particularly useful for Begineer and intermediate python developers who are curious about computer vision.
Enroll now: Dog breed image classification using transfer learning
Summary
Title: Dog breed image classification using transfer learning
Price: $19.99
Average Rating: 3.31
Number of Lectures: 15
Number of Published Lectures: 15
Number of Curriculum Items: 15
Number of Published Curriculum Objects: 15
Original Price: $22.99
Quality Status: approved
Status: Live
What You Will Learn
- Dog Breed Image classification using transfer learning
- Understanding of transfer learning
- Learn how CNN lends themselves useful for transfer learning
- Build a real life web application for dog breed classification
Who Should Attend
- Begineer and intermediate python developers who are curious about computer vision
Target Audiences
- Begineer and intermediate python developers who are curious about computer vision
Course Description
Learn to build image classification engine with using Transfer Learning. Transfer learning is a techqniuqe where model learned from one task can be applied to another task with little bit of fine tuning.
Andrej Karpathy, AI director at Tesla has one said “Dont try to be hero just because you want to”. What this means although you could develop image classification from scratch, doing it would take several days and requires huge computing resources and big dataset. A lot of smart researchers have already spent lot of time building really good image classification networks like VGGNET, RESNET, Inception V3. These networks have been trained on imagenet animal dataset. If your dataset requires a different type of image classification, you could just start with these networks and fine tune them on your smaller dataset. This saves significant time and resources.
Build a strong foundation in Transfer LEarning Search with this tutorial for beginners.
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Understanding of transfer learning
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Benefits of Transfer Learning
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Learn how to apply transfer learning with real example
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Understand basics of CNN and deep learning
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Learn how CNN lends themselves useful for transfer learning
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Leverage transfer learning to classify dog breed images
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Use Jupyter Notebook for step by step programming
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Build a real life web application for dog breed classification
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A Powerful Skill at Your Fingertips Learning the fundamentals of transfer learning puts a powerful and very useful tool at your fingertips. Python and Jupyter are free, easy to learn, has excellent documentation.
No prior knowledge of transfer learning is assumed. I’ll be covering topics like deep learning, CNN, transfer learning from scratch.
Jobs in computer vision area are plentiful, and being able to learn transfer learning will give you a strong edge. Transfer learning is state of art technology that can quickly help you achieve your goal.
Transfer learning is becoming very popular. Learning image classification with transfer learning will help you become a computer vision developer which is in high demand.
Content and Overview
This course teaches you on how to build dog breed classification engine using open source Python and Jupyter framework. You will work along with me step by step to build following answers
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Introduction to transfer learning
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Introduction to CNN
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Build an jupyter notebook step by step using BERT
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Build a real world web application to find breed of dogs
What am I going to get from this course?
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Learn transfer learning and build dog breed image classification engine from professional trainer from your own desk.
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Over 10 lectures teaching you how to build image classification engine
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Suitable for beginner programmers and ideal for users who learn faster when shown.
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Visual training method, offering users increased retention and accelerated learning.
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Breaks even the most complex applications down into simplistic steps.
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Offers challenges to students to enable reinforcement of concepts. Also solutions are described to validate the challenges.
Course Curriculum
Chapter 1: Introduction
Lecture 1: Introduction
Lecture 2: About Author
Lecture 3: What is Transfer Learning?
Lecture 4: Neural Network Fundamentals
Lecture 5: Convolutional Neural Networks
Lecture 6: How CNN can help with Transfer Learning
Chapter 2: Set up
Lecture 1: Install Anaconda
Lecture 2: Install Python Packages
Lecture 3: Source Code
Chapter 3: Model Training and Evaluation
Lecture 1: Overview of dog breed dataset
Lecture 2: Preparing Training, Validation and Test Data
Lecture 3: Model Training
Lecture 4: Model Evaluation and Predictions
Chapter 4: Web Application
Lecture 1: Web application
Lecture 2: Next Steps
Instructors
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Evergreen Technologies
Software Mentor
Rating Distribution
- 1 stars: 1 votes
- 2 stars: 1 votes
- 3 stars: 3 votes
- 4 stars: 2 votes
- 5 stars: 1 votes
Frequently Asked Questions
How long do I have access to the course materials?
You can view and review the lecture materials indefinitely, like an on-demand channel.
Can I take my courses with me wherever I go?
Definitely! If you have an internet connection, courses on Udemy are available on any device at any time. If you don’t have an internet connection, some instructors also let their students download course lectures. That’s up to the instructor though, so make sure you get on their good side!
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