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US$100
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Duration: 4 Weeks
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Delivery mode: Online
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Group size: Individual
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Instruction language:
English
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Certificate provided:
No
Description:
Embark on a transformative journey into the world of deep learning with our comprehensive course focused on harnessing the power of TensorFlow. This course is meticulously designed to provide you with a solid foundation in deep learning concepts and practical hands-on experience in building neural network models.
Course Overview:
Introduction to Artificial Neural Networks (ANN):
Understand the fundamentals of artificial neural networks.
Learn how to create a basic Multilayer Perceptron (MLP) using TensorFlow.
Example Project: Implementing ANN with TensorFlow:
Dive into a practical example project demonstrating the implementation of an artificial neural network using TensorFlow.
Gain insights into model architecture, training, and evaluation techniques.
Convolutional Neural Networks (CNN):
Explore the architecture and workings of Convolutional Neural Networks.
Learn how to create and train CNN models for image recognition tasks using TensorFlow.
Example Project: Applying CNN with TensorFlow:
Engage in a hands-on project showcasing the application of Convolutional Neural Networks using TensorFlow.
Develop skills in image preprocessing, model optimization, and performance evaluation.
Recurrent Neural Networks (RNN):
Delve into Recurrent Neural Networks and their applications in sequential data analysis.
Learn how to create and train RNN models for tasks such as sequence prediction and natural language processing.
Example Project: Building RNN with TensorFlow:
Participate in a practical project illustrating the implementation of Recurrent Neural Networks using TensorFlow.
Explore sequence data processing, model tuning, and performance assessment.
Key Learning Outcomes:
Gain a comprehensive understanding of artificial neural networks, convolutional neural networks, and recurrent neural networks.
Develop practical skills in building and training neural network models using TensorFlow.
Acquire hands-on experience through example projects that demonstrate the application of deep learning techniques.
Prepare for real-world applications of deep learning in various domains, including computer vision, natural language processing, and time-series analysis.
Join us in mastering the art of deep learning with TensorFlow and unlock endless possibilities in AI innovation and problem-solving. Whether you're a novice or an experienced practitioner, this course will equip you with the knowledge and skills needed to excel in the rapidly evolving field of deep learning.