Deep Learning with Python – Packt Publishing

Deep Learning with Python

Dive into the future of data science and implement intelligent systems using deep learning with Python

Dive into the future of data science and implement intelligent systems using deep learning with Python

About This Video

• Gain an insight into the world of deep learning based AI programs
• Implement automatic image recognition and text analysis models using deep learning
• Get to know each concept along with its practical implementation

In Detail

Deep learning is currently one of the best providers of solutions regarding problems in image recognition, speech recognition, object recognition, and natural language with its increasing number of libraries that are available in Python. The aim of deep learning is to develop deep neural networks by increasing and improving the number of training layers for each network, so that a machine learns more about the data until it’s as accurate as possible. Developers can avail the techniques provided by deep learning to accomplish complex machine learning tasks, and train AI networks to develop deep levels of perceptual recognition.

Deep learning is the next step to machine learning with a more advanced implementation. Currently, it’s not established as an industry standard, but is heading in that direction and brings a strong promise of being a game changer when dealing with raw unstructured data. Deep learning is currently one of the best providers of solutions regarding problems in image recognition, speech recognition, object recognition, and natural language processing. Developers can avail the benefits of building AI programs that, instead of using hand coded rules, learn from examples how to solve complicated tasks. With deep learning being used by many data scientists, deeper neural networks are evaluated for accurate results.

This course takes you from basic calculus knowledge to understanding backpropagation and its application for training in neural networks for deep learning and understand automatic differentiation. Through the course, we will cover thorough training in convolutional, recurrent neural networks and build up the theory that focuses on supervised learning and integrate into your product offerings such as search, image recognition, and object processing. Also, we will examine the performance of the sentimental analysis model and will conclude with the introduction of Tensorflow.

By the end of this course, you can start working with deep learning right away. This course will make you confident about its implementation in your current work as well as further research.

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Course Curriculum

Head First into Deep Learning

• The Course Overview (3:51)
• What Is Deep Learning? (4:08)
• Open Source Libraries for Deep Learning (4:30)
• Deep Learning "Hello World!" Classifying the MNIST Data (7:57)

Backpropagation and Theano for the Rescue

• Introduction to Backpropagation (5:23)
• Understanding Deep Learning with Theano (5:04)
• Optimizing a Simple Model in Pure Theano (7:53)

Keras – Making Theano Even Easier to Use

• Keras Behind the Scenes (5:24)
• Fully Connected or Dense Layers (4:46)
• Convolutional and Pooling Layers (6:40)

Solving Cats Versus Dogs

• Large Scale Datasets, ImageNet, and Very Deep Neural Networks (5:17)
• Loading Pre-trained Models with Theano (5:15)
• Reusing Pre-trained Models in New Applications (7:22)

"for" Loops and Recurrent Neural Networks in Theano

• Theano "for" Loops – the "scan" Module (5:18)
• Recurrent Layers (6:28)
• Recurrent Versus Convolutional Layers (3:42)
• Recurrent Networks –Training a Sentiment Analysis Model for Text (6:50)

Bonus Challenge and TensorFlow

• Bonus Challenge – Automatic Image Captioning (4:40)
• Captioning TensorFlow – Google's Machine Learning Library (5:15)

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