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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| Format: | eBook |
| Language: | English |
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Birmingham :
Packt Publishing, Limited,
2024.
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| Online Access: | Connect to the full text of this electronic book |
| Summary: | 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 understand and prepare your data for modeling. The journey continues with detailed walkthroughs on creating, evaluating, and optimizing machine learning models, covering key algorithms such as linear and logistic regression, support vector machines, k-nearest neighbors, and tree-based methods. Each section is designed to build upon the previous, reinforcing learning and application of concepts. Wrapping up, the course introduces the next steps, including an introduction to Python for newcomers, ensuring a comprehensive understanding of machine learning applications. |
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| Item Description: | Description based upon print version of record. |
| Physical Description: | 1 online resource (146 pages) |
| ISBN: | 9781835462072 1835462073 |