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Master Deep Learning and Artificial Intelligence solutions development with TensorFlow 2.0 and learn to deploy models efficiently in production environments
TensorFlow is one of the most widely used frameworks for developing Deep Learning and Artificial Intelligence solutions with Python. In this course, you'll learn how to build neural networks from scratch, train them with real data, and deploy them to production using the most important tools in the TensorFlow ecosystem.
Throughout the course you'll build practical projects with artificial neural networks (ANN), convolutional neural networks (CNN), recurrent neural networks (RNN), Transfer Learning and Reinforcement Learning (Deep Q-Learning). You'll understand not only how these models work, but also when to use them and how to apply them to solve real problems in classification, prediction and decision-making.
Beyond model training, you'll learn the complete workflow of a professional Machine Learning project. You'll discover how to validate and transform data with TensorFlow Extended (TFX), create APIs with Flask, serve models through TensorFlow Serving, optimize neural networks for mobile devices with TensorFlow Lite, and accelerate training using multiple GPUs.
This course is designed for Python developers, data scientists, Machine Learning engineers, and anyone who wants to master TensorFlow from its foundations to production environments. It combines theory, practical examples, and complete projects so you gain applicable experience from day one.
If you want to learn how to develop Artificial Intelligence solutions from start to finish, understand how neural networks work under the hood, and take your models from a notebook to real-world applications capable of handling thousands or millions of requests, this course will give you the skills you need to make it happen.
Learn how to use TensorFlow to develop Deep Learning models, understanding its syntax, workflow, and the main improvements compared to previous versions.
Implement Artificial Neural Networks (ANN), Convolutional (CNN) and Recurrent (RNN) Networks to solve real-world classification, prediction and data analysis problems.
Reuse pretrained models to create image classification solutions with greater accuracy and reduced training time.
Create an agent based on Deep Reinforcement Learning capable of learning stock buying and selling strategies through Deep Q-Learning.
Automate data validation, transformation, and preparation using TensorFlow Extended (TFX), TensorFlow Data Validation, and TensorFlow Transform.
Learn to serve models with TensorFlow Serving and build scalable APIs capable of handling high request volumes.
Develop REST services with Flask to integrate Deep Learning models into web applications and consume them from any client.
Convert and optimize neural networks with TensorFlow Lite to run AI models efficiently on Android and iOS devices.
Discover how to speed up training by distributing neural networks across multiple GPUs and servers to tackle larger projects.
Ligency Team is an international team of experts in programming, artificial intelligence, data science and technology, founded by Kirill Eremenko and Hadelin de Pontevés, creators of some of the world's most popular courses in these disciplines. With millions of students and a multidisciplinary team of over 20 professionals, our mission is to offer practical, high-quality training that helps people at any level develop relevant technological skills. Since 2018, our courses have been available in Spanish thanks to the collaboration with Juan Gabriel Gomila and Frogames Formación, bringing the best educational content to the Spanish-speaking community.
Mathematician, Certified Unity Instructor, and Online Instructor who has trained over 600,000 students worldwide across different platforms such as Udemy and Platzi. CEO of Frogames Formación and driving force behind this platform, bringing all his knowledge in Mathematics, Machine Learning, Videogames, AI and Blockchain among others.
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