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Bharath Ramsundar & Reza Bosaghzadeh Books

1 book·~10 min total read

Bharath Ramsundar is a machine learning researcher and entrepreneur known for his work in deep learning and computational chemistry. Reza Bosaghzadeh is a software engineer and educator specializing in artificial intelligence and data science.

Known for: TensorFlow for Deep Learning: From Linear Regression to Reinforcement Learning

Books by Bharath Ramsundar & Reza Bosaghzadeh

TensorFlow for Deep Learning: From Linear Regression to Reinforcement Learning

TensorFlow for Deep Learning: From Linear Regression to Reinforcement Learning

ai_ml·10 min read

This book provides a practical introduction to deep learning using TensorFlow, guiding readers through key concepts such as linear regression, convolutional networks, recurrent networks, and reinforcement learning. It emphasizes hands-on examples and real-world applications, making it suitable for engineers and data scientists seeking to build and deploy deep learning models efficiently.

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Key Insights from Bharath Ramsundar & Reza Bosaghzadeh

1

Foundations: Linear Regression and Gradient Descent

We open by grounding our exploration in the oldest and yet most instructive model of all—linear regression. Deep learning, for all its sophistication, still stands upon the same mathematical foundation: fitting a function to minimize error. In TensorFlow, we express this concept through tensors—matr...

From TensorFlow for Deep Learning: From Linear Regression to Reinforcement Learning

2

From Regression to Classification: Logistic and Softmax Regression

Once you can predict continuous values, the next logical leap is to distinguish categories: will this email be spam or not? Is this image a cat or a dog? Logistic regression is our starting lens, introducing a key deep learning concept—the nonlinear activation. With the sigmoid function, we transfor...

From TensorFlow for Deep Learning: From Linear Regression to Reinforcement Learning

About Bharath Ramsundar & Reza Bosaghzadeh

Bharath Ramsundar is a machine learning researcher and entrepreneur known for his work in deep learning and computational chemistry. Reza Bosaghzadeh is a software engineer and educator specializing in artificial intelligence and data science.

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Bharath Ramsundar is a machine learning researcher and entrepreneur known for his work in deep learning and computational chemistry. Reza Bosaghzadeh is a software engineer and educator specializing in artificial intelligence and data science.

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