March 2022
Intermediate to advanced
340 pages
6h 39m
English
book
Hands-on Machine Learning with Python: Implement Neural Network Solutions with Scikit-learn and PyTorch
by Ashwin Pajankar, Aditya Joshi
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Index
A
Absolute error
Accuracy
Activation functions
ReLU
sigmoid
tanh
AdaBoost
AlexNet
Anaconda
Anaconda navigator
Anaconda Python distribution
Apriori algorithm
Artificial neural networks (ANN)
regression
Artificial neuron
B
Backpropagation
Backpropagation through time (BPTT)
Bagging
Bayes theorem
Bias and variance
Biological neuron
Boosting
AdaBoost
decision stump
in Python
Bootstrap aggregation process
C
Class-conditional independence
Classification report
Classifying handwritten digits
Clustering
K-Means in Python
DBSCAN
image segmentation
middle blob
standard sklearn functions
value of k
randomly generated data
Comma-separated values (CSV) files
Computer vision (CV)
Conditional probability
Confusion matrix
Continuous variables
Convolutional neural networks (CNNs)
configuration
deep networks ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.