Deep Learning - Crash Course 2023: Go from beginner to expert with building intuition on single neuron till deep neural networks in Keras and TensorFlow

Manifold AI Learning

€22.99

Video Apr 2023 9hrs 11mins 1st Edition

Manifold AI Learning

€22.99

Video Apr 2023 9hrs 11mins 1st Edition

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Key benefits

Practical hands-on exercises to build intuition on deep neural networks
Learn essential concepts in deep learning through practical applications
A comprehensive understanding of neural network architecture and design

Description

Unlock the power of deep learning and take your machine learning skills to the next level with our comprehensive course on deep neural networks. This hands-on course will provide you with a solid understanding of the fundamentals of deep learning, including artificial neural networks, activation functions, bias, data, and loss functions. You will learn the basics of Python, with a focus on data science, as well as the essential tools for cleaning and examining data, plotting with Matplotlib, and working with NumPy and Pandas. With this foundation in place, you will dive deep into the world of deep learning, starting with the MP Neuron model and progressing to the Perceptron, the Sigmoid Neuron, and the Universal Approximation Theorem. You will explore common activation functions, such as ReLU and SoftMax, and learn how to apply them in real-world applications. Through a series of practical exercises, you will gain hands-on experience with TensorFlow 2.x, one of the most popular deep learning frameworks in use today. You will learn how to create and train deep neural networks, evaluate their performance, and fine-tune them for optimal results. By the end of the course, you will be well on your way to becoming a deep learning expert in no time.

Who is this book for?

This course is suitable for anyone interested in exploring the field of deep learning and building a solid foundation in artificial neural networks. No prior experience in programming or machine learning is required, making it an ideal starting point for beginners. It is ideal for students, professionals, and anyone who wants to enhance their skills and stay up-to-date with the latest developments in the field of artificial intelligence. Whether you are looking to kickstart your career or simply want to explore the exciting world of deep learning, this course is a great choice.