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Basic Image Classification with TensorFlow

In this 2-hour long project-based course, you will learn the basics of using Keras with TensorFlow as its backend and use it to solve a basic image classification problem. By the end of this project, you will have created, trained, and evaluated a Neural Network model that will be able to predict digits from hand-written images with a high degree of accuracy. You also will have learned the fundamentals of neural networks, TensorFlow, and Keras.

Note: This course works best for learners who are based in the North America region. We’re currently working on providing the same experience in other regions.

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What's inside

Syllabus

TensorFlow Beginner: Basic Image Classification

Welcome to this project-based course on Basic Image Classification with Keras and TensorFlow. In this project, you will learn the basics of using Keras with TensorFlow as its backend and you will learn to use it to solve a basic image classification problem. By the end of this 2-hour long project, you will have created, trained, and evaluated a Neural Network model that, after the training, will be able to predict digits from hand-written images with a high degree of accuracy. You also will have learned the fundamentals of Neural Networks, TensorFlow and Keras.

Good to know

Know what's good

, what to watch for

, and possible dealbreakers

Provides a solid foundation for those new to deep learning and neural networks

Utilizes a hands-on approach through a project-based format

Taught by Amit Yadav, who is recognized for his expertise in this field

Suitable for beginners looking to gain an understanding of the fundamentals of neural networks and deep learning

Course availability is currently limited to learners in the North America region

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Reviews summary

Neural network fundamentals with tensorflow

Learners say the TensorFlow course is an engaging introduction to neural networks with a hands-on project. The well-structured lessons demonstrate image classification from end to end with clear demonstrations. Beginners note that the course requires a working knowledge of ML and NNs and is best completed in one 2-hour sitting.

Knowledgeable and clear explanations

"The instructor is patient and explains the functions. Great for beginners!"

"It was really helpful specially the part where one can code and learn at the same time through ryme"

Practical hands-on experience

"Gives sufficient knowledge to understand and start learning TensorFlow"

"Easy to follow and to get back to hands on fluency if you have some background already, if not it's a good start as well."

Fast-paced, cover a lot in one sitting

"This course provides a good overview on the basics of Tensorflow and Keras by doing a project."

"The course was all good for beginning with the related field. The way it was taught out was not as interactive as I expected, but I like the instructor for his basic explanations. The explanations for several things were just not enough and felt like things were being types and skipped without knowing them."

Assumes some ML/NN knowledge

"It is not great if you want to start learning image classification with Tensorflow. "

"This project provides an extremely high-level overview of neural networks."

Limited theoretical explanations

"The course was good, fast and simple, but it lacks a little theory to backup the practical parts."

"This course gives an extremely high-level overview of neural networks."

Activities

Be better prepared before your course. Deepen your understanding during and after it. Supplement your coursework and achieve mastery of the topics covered in Basic Image Classification with TensorFlow with these activities:

Identify and Connect with Mentors in the Field

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Accelerate your learning by seeking guidance from experienced professionals in the field.

Browse courses on Neural Networks

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Identify potential mentors
Reach out and introduce yourself
Set up regular meetings

TensorFlow Tutorial - MNIST Handwritten Digit Classification

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Gain practical experience working with TensorFlow on a simple image classification task, providing a foundation for the course material.

Browse courses on TensorFlow

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Follow the steps in the tutorial
Run the code in your own environment
Try modifying the code to improve the accuracy

Practice Image Classification with Keras and TensorFlow

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Solidify your understanding of image classification by practicing with Keras and TensorFlow, ensuring you're prepared for the course projects.

Browse courses on Image Classification

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Find a dataset of handwritten digits
Create a model using Keras and TensorFlow
Train the model on the dataset
Evaluate the model's performance

Three other activities

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Show all six activities

Develop a Presentation on Neural Network Fundamentals

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Deepen your understanding by explaining key concepts in Neural Networks to others, reinforcing your knowledge and improving your communication skills.

Browse courses on Neural Networks

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Research and gather information on Neural Network fundamentals
Create a presentation outline
Develop slides and visual aids
Practice presenting your material

Mentor a Beginner in Neural Networks and Deep Learning

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Solidify your understanding by teaching others, and gain experience in effectively communicating complex concepts.

Browse courses on Neural Networks

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Identify a beginner who is interested in learning about Neural Networks
Set up regular meetings to discuss concepts
Provide guidance and support

Develop a Neural Network Model for a Specific Image Classification Task

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Challenge yourself by applying your knowledge to a real-world problem, testing your skills and deepening your understanding.

Browse courses on Neural Networks

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Define the problem
Collect and prepare data
Design and implement a Neural Network model
Train and evaluate the model
Deploy the model

Career center

Learners who complete Basic Image Classification with TensorFlow will develop knowledge and skills that may be useful to these careers:

Machine Learning Engineer

Machine Learning Engineers use their knowledge of machine learning and artificial intelligence to design, create, and implement machine learning models that can be used to solve real-world problems. This course will help you build a strong foundation in the fundamentals of machine learning, including data preprocessing, feature engineering, and model evaluation. You will also learn how to use Keras and TensorFlow to build and train neural networks, which are a type of machine learning model that is particularly well-suited for image classification tasks.

See salaries and explore the career path for Machine Learning Engineer

Data Scientist

Data Scientists use their knowledge of data analysis and machine learning to extract insights from data. This course will help you build a strong foundation in the fundamentals of data analysis and machine learning, including data preprocessing, feature engineering, and model evaluation. You will also learn how to use Keras and TensorFlow to build and train neural networks, which are a type of machine learning model that is particularly well-suited for image classification tasks.

See salaries and explore the career path for Data Scientist

Software Engineer

Software Engineers design, develop, and maintain software applications. This course will help you build a strong foundation in the fundamentals of software engineering, including software design, software development, and software testing. You will also learn how to use Keras and TensorFlow to build and train neural networks, which are a type of machine learning model that is particularly well-suited for image classification tasks.

See salaries and explore the career path for Software Engineer

Business Analyst

Business Analysts use their knowledge of business processes and data analysis to identify and solve business problems. This course will help you build a strong foundation in the fundamentals of business analysis, including business process modeling, data analysis, and problem solving. You will also learn how to use Keras and TensorFlow to build and train neural networks, which are a type of machine learning model that is particularly well-suited for image classification tasks.

See salaries and explore the career path for Business Analyst

Product Manager

Product Managers are responsible for the development and launch of new products. This course will help you build a strong foundation in the fundamentals of product management, including product planning, product development, and product marketing. You will also learn how to use Keras and TensorFlow to build and train neural networks, which are a type of machine learning model that is particularly well-suited for image classification tasks.

See salaries and explore the career path for Product Manager

Marketing Manager

Marketing Managers are responsible for the development and implementation of marketing campaigns. This course will help you build a strong foundation in the fundamentals of marketing, including marketing strategy, marketing research, and marketing communications. You will also learn how to use Keras and TensorFlow to build and train neural networks, which are a type of machine learning model that is particularly well-suited for image classification tasks.

See salaries and explore the career path for Marketing Manager

Sales Manager

Sales Managers are responsible for the development and implementation of sales strategies. This course will help you build a strong foundation in the fundamentals of sales, including sales strategy, sales management, and customer relationship management. You will also learn how to use Keras and TensorFlow to build and train neural networks, which are a type of machine learning model that is particularly well-suited for image classification tasks.

See salaries and explore the career path for Sales Manager

Customer Success Manager

Customer Success Managers are responsible for the development and implementation of customer success strategies. This course will help you build a strong foundation in the fundamentals of customer success, including customer relationship management, customer support, and customer onboarding. You will also learn how to use Keras and TensorFlow to build and train neural networks, which are a type of machine learning model that is particularly well-suited for image classification tasks.

See salaries and explore the career path for Customer Success Manager

Account Manager

Account Managers are responsible for the development and implementation of account management strategies. This course will help you build a strong foundation in the fundamentals of account management, including account planning, account development, and account maintenance. You will also learn how to use Keras and TensorFlow to build and train neural networks, which are a type of machine learning model that is particularly well-suited for image classification tasks.

See salaries and explore the career path for Account Manager

Project Manager

Project Managers are responsible for the development and implementation of project management plans. This course will help you build a strong foundation in the fundamentals of project management, including project planning, project execution, and project control. You will also learn how to use Keras and TensorFlow to build and train neural networks, which are a type of machine learning model that is particularly well-suited for image classification tasks.

See salaries and explore the career path for Project Manager

Lawyer

Lawyers are responsible for the development and implementation of legal plans. This course will help you build a strong foundation in the fundamentals of law, including legal analysis, legal modeling, and legal pitching. You will also learn how to use Keras and TensorFlow to build and train neural networks, which are a type of machine learning model that is particularly well-suited for image classification tasks.

See salaries and explore the career path for Lawyer

Financial Analyst

Financial Analysts are responsible for the development and implementation of financial plans. This course will help you build a strong foundation in the fundamentals of financial analysis, including financial planning, financial modeling, and financial reporting. You will also learn how to use Keras and TensorFlow to build and train neural networks, which are a type of machine learning model that is particularly well-suited for image classification tasks.

See salaries and explore the career path for Financial Analyst

Operations Manager

Operations Managers are responsible for the development and implementation of operational plans. This course will help you build a strong foundation in the fundamentals of operations management, including operations planning, operations execution, and operations control. You will also learn how to use Keras and TensorFlow to build and train neural networks, which are a type of machine learning model that is particularly well-suited for image classification tasks.

See salaries and explore the career path for Operations Manager

Investment Banker

Investment Bankers are responsible for the development and implementation of investment banking plans. This course will help you build a strong foundation in the fundamentals of investment banking, including investment banking analysis, investment banking modeling, and investment banking pitching. You will also learn how to use Keras and TensorFlow to build and train neural networks, which are a type of machine learning model that is particularly well-suited for image classification tasks.

See salaries and explore the career path for Investment Banker

Management Consultant

Management Consultants are responsible for the development and implementation of management consulting plans. This course will help you build a strong foundation in the fundamentals of management consulting, including management consulting analysis, management consulting modeling, and management consulting pitching. You will also learn how to use Keras and TensorFlow to build and train neural networks, which are a type of machine learning model that is particularly well-suited for image classification tasks.

See salaries and explore the career path for Management Consultant

Reading list

We've selected 12 books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in Basic Image Classification with TensorFlow.

Deep Learning

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Comprehensive reference on deep learning, covering the fundamental concepts, architectures, and applications. It valuable resource for researchers and practitioners alike.

Basic Image Classification with TensorFlow

What's inside

Syllabus

Good to know

Save this course

Reviews summary

Neural network fundamentals with tensorflow

Activities

Career center

Reading list

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