Multilayer Perceptrons (MLPs) in Deep Neural Network Architecture
Let’s explore multilayer perceptrons (MLPs), a type of deep neural network architecture. The text first discusses the limitations of linear models and how they struggle to capture complex non-linear relationships in data. It then introduces hidden layers as a solution, explaining how they allow MLPs to represent non-linear functions. The excerpt explores the activation functions that are critical to making MLPs non-linear, including the ReLU, sigmoid, and tanh functions. It also highlights the importance of activation functions in optimization and discusses various activation function variations, such as pReLU and Swish. Finally, the excerpt touches on the concept of universal approximators, demonstrating that MLPs can learn any function given enough hidden units, but emphasizes that deeper networks can be more efficient.
Read more here: https://d2l.ai/chapter_multilayer-perceptrons/mlp.html
Brian Carter is a popular speaker and bestselling author selected to be IBM Futurist and recognized by LinkedIn as “an expert you should listen to.” In his 24 years of business success, Brian has worked with organizations of all sizes, including Microsoft, NBC, Salesforce, JP Morgan, Humana and The U.S. Army. His frequent media appearances include Bloomberg TV, ABC, Forbes, The Wall Street Journal, Entrepreneur, AdWeek and The New York Times.
A trusted expert and influencer for a decade, Brian has taught 150,000 students in topics including A.I., sales, generational differences, social media, customer service, leadership, teamwork and marketing. He has 500,000 online fans and reaches an overall audience of over 5 million people each year. Brian’s ideas and insights come from 24 years of trailblazing work in the modern business world, up-to-date experience and deep case-studies. His hands-on, consultative and speaking work with 100’s of companies in 42 industries means you get unrivaled expertise by collaborating with him.
Brian’s business experience, cutting-edge insights, and stand-up comedy background culminate in a keynote speaker and trainer who leaves every audience entertained, motivated and armed with powerful strategies and tactics.