Artificial Intelligence with Python /

Entering the field of artificial intelligence and data science can seem daunting to beginners with little to no prior background, especially those with no programming experience. The concepts used in self-driving cars and virtual assistants like Amazon's Alexa may seem very complex and difficul...

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Bibliographic Details
Main Authors: Teoh, Teik Toe (Author), Rong, Zheng (Author)
Corporate Author: SpringerLink (Online service)
Format: eBook
Language:English
Published: Singapore : Springer Singapore : Imprint: Springer, 2022.
Edition:1st ed. 2022.
Series:Machine Learning: Foundations, Methodologies, and Applications,
Subjects:
Online Access:Connect to the full text of this electronic book
Table of Contents:
  • Part I Python
  • 1 About Python
  • 2 What's Python?
  • 3 An Introductory Example
  • 4 Basic Python
  • 5 Intermediate Python
  • 6 Advanced Python
  • 7 Python for data analysis
  • Part II Artificial Intelligence Basics
  • 8 Introduction to artificial intelligence
  • 9 Data wrangling
  • 10 Regression
  • 11 Classification
  • 12 Clustering
  • 13 Association Rules
  • Part III Artificial Intelligence
  • Implementations
  • 14 Text Mining
  • 15 Image Processing
  • 16 Convolutional Neural Networks
  • 17 Chatbot, Speech and NLP
  • 18 Deep Convolutional Generative Adversarial Network
  • 19 Neural style transfer
  • 20 Reinforcement learning
  • 21 References.