Gupta, Pramod. creator author. aut http://id.loc.gov/vocabulary/relators/aut Bagchi, Anupam. author. aut http://id.loc.gov/vocabulary/relators/aut SpringerLink (Online service) text sz 2024 1st ed. 2024. monographic eng

electronic

electronic resource

access XIX, 509 p. 163 illus., 148 illus. in color. online resource. This book introduces the essentials of Python for the emerging fields of Machine Learning (ML) and Artificial Intelligence (AI). The authors explore the use of Python’s advanced module features and apply them in probability, statistical testing, signal processing, financial forecasting, and various other applications. This includes mathematical operations with array data structures, Data Manipulation, Data Cleaning, machine learning, Data pipeline, probability density functions, interpolation, visualization, and other high-performance benefits using the core scientific packages NumPy, Pandas, SciPy, Sklearn/Scikit learn and Matplotlib. Readers will gain a deep understanding with problem-solving experience on these powerful platforms when dealing with engineering and scientific problems related to Machine Learning and Artificial Intelligence. Several examples of real problems using these techniques are provided along with examples. The authors also focus on the best practices in the industry on using Python for AI and ML. Deployment on a cloud infrastructure is described in detail (with code) to emphasize real scenarios. Includes several real examples of how to write and deploy code, including on a cloud infrastructure Provides single-source on Python for machine learning and artificial intelligence, from basics to real implementation Includes sufficient coverage of Python libraries, frameworks, and tools to develop complex data science applications. Introduction -- Statistical Methods and Models -- Python Language Basics -- Introduction to Numpy -- Introduction to Pandas -- Data Manipulation With Pandas -- Data Visualization With Python -- Machine Learning -- Data Pipelines Using Python -- Mlops: Machine Learning Operations. by Pramod Gupta, Anupam Bagchi. Electronic circuits Machine learning Signal processing Electronic Circuits and Systems Machine Learning Signal, Speech and Image Processing TK7867-7867.5 9783031437250 https://doi.org/10.1007/978-3-031-43725-0 https://doi.org/10.1007/978-3-031-43725-0 240214 20251030111426.0 978-3-031-43725-0