Hands-On Artificial Intelligence with Keras and Python (Udemy.com)

Use Keras to solve advanced industry relevant projects

Created by: Packt Publishing

Produced in 2021

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What you will learn

  • Develop a deep learning network from scratch with Keras using Python to solve a practical problem of classifying the traffic signs on the road.
  • Introduction to Computer Vision & Deep Learning.
  • Setup and develop an environment with VM or Docker. Ipython and Jupyter notebook.
  • Activation functions, Forward propagation, backward propagation.
  • How to use Tensorflow backend. Hands-on coding with me.
  • Tensorboard and intuitions of filters and hyper-parameters.
  • Deploy and evaluate for other real-world applications. Future work and readings!
  • Neural network style transfer - Image style translation and generation
  • Game AI - Running game agents using Deep Q network

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Course Description

AI will help you solve key challenges in the future in several domains. It is an exciting time to be doing AI with world making its shift towards Industry 2.0 with automation in focus.
This course will help you learn by doing an industry relevant problem in image processing domain, develop and understand automation and AI techniques. You will learn how to harness the power of algorithms by creating apps which intelligently interact with the world around you, addressing common challenges faced in AI ecosystem.
By the end of the course, you will be able to build real-world artificial intelligence applications using Keras and Python.
About the Author
Sandipan Das is working as a senior software engineer in the field of perception within Autonomous vehicles industry in Sweden. He has more than 8 years of experience in developing and architecting various software components. He understands the industry needs and the gaps in between a traditional university degree and the job requirements in the industry. He has worked extensively on various neural network architectures and deployed them in real vehicles for various perception tasks in real-time.Who this course is for:
  • If you are a data science enthusiast looking to achieve the power of Artificial Intelligence. Developers who want to build some broad range of skills such as image translation, autonomous driving simulation, deep reinforcement learning with AI will find this course most useful. Even experienced users of AI will discover new ideas and techniques in the projects, which will help them in becoming an AI expert.

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Instructor Details

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Packt has been committed to developer learning since 2004. A lot has changed in software since then - but Packt has remained responsive to these changes, continuing to look forward at the trends and tools defining the way we work and live. And how to put them to work.
With an extensive library of content - more than 4000 books and video courses -Packt's mission is to help developers stay relevant in a rapidly changing world. From new web frameworks and programming languages, to cutting edge data analytics, and DevOps, Packt takes software professionals in every field to what's important to them now.
From skills that will help you to develop and future proof your career to immediate solutions to every day tech challenges, Packt is a go-to resource to make you a better, smarter developer.

Packt Udemy courses continue this tradition, bringing you comprehensive yet concise video courses straight from the experts.



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