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Books > Computing & IT > Computer software packages > Other software packages > Enterprise software
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Programming Machine Learning - From Coding to Deep Learning (Paperback)
Loot Price: R1,352
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Programming Machine Learning - From Coding to Deep Learning (Paperback)
Expected to ship within 10 - 15 working days
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You've decided to tackle machine learning - because you're job
hunting, embarking on a new project, or just think self-driving
cars are cool. But where to start? It's easy to be intimidated,
even as a software developer. The good news is that it doesn't have
to be that hard. Master machine learning by writing code one line
at a time, from simple learning programs all the way to a true deep
learning system. Tackle the hard topics by breaking them down so
they're easier to understand, and build your confidence by getting
your hands dirty. Peel away the obscurities of machine learning,
starting from scratch and going all the way to deep learning.
Machine learning can be intimidating, with its reliance on math and
algorithms that most programmers don't encounter in their regular
work. Take a hands-on approach, writing the Python code yourself,
without any libraries to obscure what's really going on. Iterate on
your design, and add layers of complexity as you go. Build an image
recognition application from scratch with supervised learning.
Predict the future with linear regression. Dive into gradient
descent, a fundamental algorithm that drives most of machine
learning. Create perceptrons to classify data. Build neural
networks to tackle more complex and sophisticated data sets. Train
and refine those networks with backpropagation and batching. Layer
the neural networks, eliminate overfitting, and add convolution to
transform your neural network into a true deep learning system.
Start from the beginning and code your way to machine learning
mastery. What You Need: The examples in this book are written in
Python, but don't worry if you don't know this language: you'll
pick up all the Python you need very quickly. Apart from that,
you'll only need your computer, and your code-adept brain.
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