Deep Learning Foundations Natural Language Processing TensorFlow

  • Course level: All Levels
  • Categories Engineering
  • Total Enrolled 1
  • Last Update January 2, 2022

About Course

Machine Learning & Neural Networks for Computer Vision, Time Series Analysis, NLP, GANs, Reinforcement Learning, +More!

Description

Welcome to Tensorflow 2.0!

What an exciting time. It’s been nearly 4 years since Tensorflow was released, and the library has evolved to its official second version.

Tensorflow is Google’s library for deep learning and artificial intelligence.

Deep Learning has been responsible for some amazing achievements recently, such as:

Generating beautiful, photo-realistic images of people and things that never existed (GANs)

Beating world champions in the strategy game Go, and complex video games like CS:GO and Dota 2 (Deep Reinforcement Learning)

Self-driving cars (Computer Vision)

Speech recognition (e.g. Siri) and machine translation (Natural Language Processing)

Even creating videos of people doing and saying things they never did (DeepFakes – a potentially nefarious application of deep learning)

Topics for this course

22 Lessons

Deep-Learning-Foundations-Natural-Language-Processing-TensorFlow

01 Leveraging deep learning for natural language processing1:14
02 Introduction to natural language processing3:16
03 Introduction to word encodings5:25
04 Tokenization using TensorFlow6:44
05 Padding the sequences6:47
06 Challenge Recognizing sarcasm in the text1:58
07 Solution Recognizing sarcasm in the text2:24
08 Introduction to word embeddings4:04
09 Classifying movie reviews using TensorFlow10:20
10 Projecting vectors using TensorFlow4:29
11 Building a text classifier9:12
12 Challenge Text classification1:24
13 Solution Text classification5:15
14 Introduction to RNNs5:14
16 Improving your movie review classifier4:46
17 Challenge Yelp review classifier1:29
18 Solution Yelp review classifier3:57
19 Introduction to text generation4:45
20 Predicting the next word8:46
21 Challenge Generate poetry1:24
22 Solution Generate poetry6:55
23 Learning more about NLP with TensorFlow0:42
11.99