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Fundamentals of Machine Learning
This chapter offers a brief introduction to scientific programming with Python with an emphasis on some mathematical operations that will form the basis of many algorithms. This will specifically include working with matrices and convolutions. Python is a high-level programming language similar to Matlab and R that has gained increasing popularity in the machine learning community. The main reason this book uses Python is that it is freely available and now provides considerable support for machine learning with packages such as sklearn and Keras that are discussed and utilized in this book. Some familiarity with programming concepts is assumed, and the chapter concentrates on a brief introduction to the specific environment and supporting libraries used throughout as well as some basic operations such as convolutions that will be important in later algorithms.
Python for Scientific Computing and Artificial Intelligence
Python for Scientific Computing and Artificial Intelligence (Information)2023 •
Python for Scientific Computing and Artificial Intelligence is split into 3 parts: in Section 1, the reader is introduced to the Python programming language and shown how Python can aid in the understanding of advanced High School Mathematics. In Section 2, the reader is shown how Python can be used to solve real-world problems from a broad range of scientific disciplines. Finally, in Section 3, the reader is introduced to neural networks and shown how TensorFlow (written in Python) can be used to solve a large array of problems in Artificial Intelligence (AI). This book was developed from a series of national and international workshops that the author has been delivering for over twenty years. The book is beginner friendly and has a strong practical emphasis on programming and computational modelling. Features: • No prior experience of programming is required. • Online GitHub repository available with codes for readers to practice. • Covers applications and examples from biology, chemistry, computer science, data science, electrical and mechanical engineering, economics, mathematics, physics, statistics and binary oscillator computing. • Full solutions to exercises are available as Jupyter notebooks on the Web.
Scikit-learn is a Python module integrating a wide range of state-of-the-art machine learning algo- rithms for medium-scale supervised and unsupervised problems. This package focuses on bring- ing machine learning to non-specialists using a general-purpose high-level language. Emphasis is put on ease of use, performance, documentation, and API consistency. It has minimal dependen- cies and is distributed under the simplified BSD license, encouraging its use in both academic and commercial settings. Source code, binaries, and documentation can be downloaded from http://scikit-learn.sourceforge.net.
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