Artificial Intelligence with Python – Sequence Learning [Video]

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Artificial Intelligence with Python – Sequence Learning [Video]

Prateek Joshi

2 customer reviews
Explore the world of sequence learning in Python-text, speech, and more

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$106.25
RRP $124.99
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Video Details

ISBN 139781788999267
Course Length1 hour and 14 minutes

Video Description

Enter and explore the fascinating world of intelligent apps with Artificial Intelligence with Python. Artificial Intelligence is becoming increasingly relevant in the modern world. By harnessing the power of algorithms, you can create apps that intelligently interact with the world around you, automatic speech recognition systems, and more.

Style and Approach

This course takes a concept-based, explanation-focused approach. Each concept is explained and then the exercise or example is implemented.

Table of Contents

Natural Language Processing
The Course Overview
Introduction and Installation of Packages
Tokenizing Text Data
Converting Words to Their Base Forms
Dividing Text Data into Chunks
Extracting the Frequency of Terms Using a Bag of Words Model
Building a Category Predictor
Constructing a Gender Identifier
Building a Sentiment Analyzer
Topic Modeling Using Latent Dirichlet Allocation
Probabilistic Reasoning for Sequential Data
Understanding Sequential Data
Handling Time-Series Data with Pandas
Slicing Time-Series Data
Operating on Time-Series Data
Extracting Statistics from Time-Series Data
Generating Data Using Hidden Markov Models
Identifying Alphabet Sequences with Conditional Random Fields
Stock Market Analysis
Building a Speech Recognizer
Working with Speech Signals
Visualizing Audio Signals
Transforming Audio Signals to the Frequency Domain
Generating Audio Signals
Synthesizing Tones to Generate Music
Extracting Speech Features
Recognizing Spoken Words

What You Will Learn

  • Build automatic speech recognition systems
  • Discover how to build intelligent applications centered on text and time series data

Authors

Table of Contents

Natural Language Processing
The Course Overview
Introduction and Installation of Packages
Tokenizing Text Data
Converting Words to Their Base Forms
Dividing Text Data into Chunks
Extracting the Frequency of Terms Using a Bag of Words Model
Building a Category Predictor
Constructing a Gender Identifier
Building a Sentiment Analyzer
Topic Modeling Using Latent Dirichlet Allocation
Probabilistic Reasoning for Sequential Data
Understanding Sequential Data
Handling Time-Series Data with Pandas
Slicing Time-Series Data
Operating on Time-Series Data
Extracting Statistics from Time-Series Data
Generating Data Using Hidden Markov Models
Identifying Alphabet Sequences with Conditional Random Fields
Stock Market Analysis
Building a Speech Recognizer
Working with Speech Signals
Visualizing Audio Signals
Transforming Audio Signals to the Frequency Domain
Generating Audio Signals
Synthesizing Tones to Generate Music
Extracting Speech Features
Recognizing Spoken Words

Video Details

ISBN 139781788999267
Course Length1 hour and 14 minutes
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