Deep Learning With Keras
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The difference between deep learning and machine learning
Deep neural networks
Convolutional neural networks
Building deep learning models with Keras
Multi-layer perceptron network models
And much more...
Convolutional Neural Networks In Python
Here Is A Preview Of What You’ll Learn Here…
Convolutional neural networks structure
How convolutional neural networks actually work
Convolutional neural networks applications
The importance of convolution operator
How to build a simple image classification CNN
And much, much more!
Python Machine Learning
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Basics behind machine learning techniques
Most commonly used machine learning algorithms, linear and logistic regression, decision trees support vector machines, k-nearest neighbors, random forests
Solving multi-clasisfication problems
Data visualization with Matplotlib and data transformation with Pandas and Scikit-learn
Solving multi-label classification problems
And much, much more...
Machine Learning With TensorFlow
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What is machine learning
Main uses and benefits of machine learning
How to get started with TensorFlow, installing and loading data
Data flow graphs and basic TensorFlow expressions
Creating MNIST classifiers with one-hot transformation
And much, much more...
Data Analytics With Python
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What is Data Analytics?
Difference between data science, big data and data analytics
Installing python
Python data structures
Pandas series and data frames
And much, much more...
Natural Language Processing With Python
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Challenges of natural language processing
How natural language processing works?
Part of speech tagging
N-grams
Running natural language processing script
And much, much more...
DevOps Handbook
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Issues and mistakes plaguing software development
What is software development life cycle?
How software development life cycle works?
The origins of devops
Testing and building systems tools
And much, much more...
DevOps Adoption
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Devops definition
Overcoming traditional dev and ops
Devops and security integration
Devops success factors
Is devops right for you?
And much, much more...
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