Packt
Deep Learning: Recurrent Neural Networks with Python Specialization
Packt

Deep Learning: Recurrent Neural Networks with Python Specialization

Build Recurrent Neural Networks with Python. One-stop shop for understanding and implementing recurrent neural networks with Python.

Included with Coursera Plus

Get in-depth knowledge of a subject
Beginner level

Recommended experience

1 month at 10 hours a week
Flexible schedule
Earn a career credential
Share your expertise with employers
Get in-depth knowledge of a subject
Beginner level

Recommended experience

1 month at 10 hours a week
Flexible schedule
Earn a career credential
Share your expertise with employers

What you'll learn

  • Identify the key components of deep neural networks, and train real-world datasets using different RNN architectures

  • Design and implement text classification tasks using RNNs and TensorFlow

  • Differentiate between RNNs, LSTM, and GRUs through hands-on exercises

Overview

What’s included

Shareable certificate

Add to your LinkedIn profile

Taught in English
7 practice exercises

Advance your subject-matter expertise

  • Learn in-demand skills from university and industry experts
  • Master a subject or tool with hands-on projects
  • Develop a deep understanding of key concepts
  • Earn a career certificate from Packt

Specialization - 3 course series

What you'll learn

  • Utilize PyTorch to build and optimize AI models.

  • Examine the effectiveness of gradient descent and hyperparameter tuning in model optimization.

  • Develop and apply RNN models for complex tasks such as speech recognition and machine translation.

Skills you'll gain

Deep Learning, PyTorch (Machine Learning Library), Artificial Neural Networks, Python Programming, Predictive Modeling, Artificial Intelligence, Data Science, Application Deployment, Machine Learning, Applied Machine Learning, Natural Language Processing, and Performance Tuning

What you'll learn

  • Identify different RNN architectures, including fixed-length and infinite memory models.

  • Examine the effectiveness of gradient descent and backpropagation through time in training RNN models.

  • Develop and apply RNN models for advanced tasks such as sentiment analysis and language modeling.

Skills you'll gain

Natural Language Processing, Artificial Neural Networks, Deep Learning, PyTorch (Machine Learning Library), Machine Learning, Network Architecture, Time Series Analysis and Forecasting, Data Processing, Text Mining, and Applied Machine Learning

What you'll learn

  • Identify key components and functionalities of GRUs, LSTMs, and attention mechanisms.

  • Utilize TensorFlow to build, train, and optimize RNN models.

  • Develop and implement advanced RNN models to solve complex problems.

Skills you'll gain

Artificial Neural Networks, Deep Learning, Tensorflow, Time Series Analysis and Forecasting, Artificial Intelligence and Machine Learning (AI/ML), Natural Language Processing, Data Processing, Predictive Modeling, and Data Analysis

Earn a career certificate

Add this credential to your LinkedIn profile, resume, or CV. Share it on social media and in your performance review.

Instructor

Packt - Course Instructors
Packt
1,000 Courses238,708 learners

Offered by

Packt

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