Machine Learning with Python : Unlocking AI Potential with Python and Machine Learning.

The course starts by setting the foundation with an introduction to machine learning, Python, and essential libraries, ensuring you grasp the basics before diving deeper. It then progresses through exploratory data analysis, data scrubbing, and pre-model algorithms, equipping you with the skills to...

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Bibliographic Details
Main Author:	Theobald, Oliver
Corporate Author:	Knovel (Firm)
Format:	eBook
Language:	English
Published:	Birmingham : Packt Publishing, Limited, 2024.
Subjects:	Machine learning. Python (Computer program language) Data mining. Apprentissage automatique. Python (Langage de programmation) Exploration de données (Informatique) COM004000 COMPUTERS / Intelligence (AI) & Semantics. COMPUTERS / Programming Languages / General. COMPUTERS / Programming Languages / Python. Python. Intelligence (AI) & Semantics. COMPUTERS. Programming Languages. Electronic books.
Online Access:	Connect to the full text of this electronic book

Table of Contents:

Intro
FOREWORD
DATASETS USED IN THIS BOOK
INTRODUCTION
DEVELOPMENT ENVIRONMENT
MACHINE LEARNING LIBRARIES
EXPLORATORY DATA ANALYSIS
DATA SCRUBBING
PRE-MODEL ALGORITHMS
SPLIT VALIDATION
LOGISTIC REGRESSION
SUPPORT VECTOR MACHINES
k-NEAREST NEIGHBORS
TREE-BASED METHODS
NEXT STEPS
APPENDIX 1: INTRODUCTION TO PYTHON
APPENDIX 2: PRINT COLUMNS
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