Machine learning

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Introduction

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

What is machine learning?

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

The three ingredients

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Supervised and unsupervised learning

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Clustering: finding structure without labels

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Evaluating clusters

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Dimensionality reduction

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

The training process

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

How gradients are computed

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Loss functions in depth

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Models and representations

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Features and feature engineering

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Text features

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Linear models

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

The linear algebra perspective

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Nearest neighbours

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Decision trees

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Ensemble methods

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Why ensembles work

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Naive Bayes

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Support vector machines

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Neural networks: a preview

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Choosing the right algorithm

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Training and evaluation

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

The bias-variance tradeoff

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Train, validation, and test splits

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Handling imbalanced data

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Evaluation metrics

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

The confusion matrix

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

ROC curves and AUC

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Calibration and uncertainty

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Beyond technical metrics

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Model interpretation and debugging

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Machine learning in practice

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

The ML pipeline

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

The theory of generalisation

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Model selection

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Common pitfalls

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

ML for web applications

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Model serialisation and deployment

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Monitoring and maintaining models

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Data pipelines

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Ethical considerations

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

When to use machine learning

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

The relationship between ML and statistics

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Conclusion

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>

Further reading

<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>