Название: Cracking The Machine Learning Interview: 225 Machine Learning Interview Questions with Solutions Автор: Nitin Suri
Издательство: Nitin Suri
Год: 2018
Страниц: 126
Язык: английский
Формат: epub, rtf, pdf (conv)
Размер: 10.1 MB
Despite being one of the hottest disciplines in the Tech industry right now, Artificial Intelligence and Machine Learning remain a little elusive to most.The erratic availability of resources online makes it extremely challenging for us to delve deeper into these fields. Especially when gearing up for job interviews, most of us are at a loss due to the unavailability of a complete and uncondensed source of learning.
Cracking the Machine Learning Interview:
- Equips you with 225 of the best Machine Learning problems along with their solutions.
- Requires only a basic knowledge of fundamental mathematical and statistical concepts.
- Assists in learning the intricacies underlying Machine Learning concepts and algorithms suited to specific problems.
- Uniquely provides a manifold understanding of both statistical foundations and applied programming models for solving problems.
- Discusses key points and concrete tips for approaching real life system design problems and imparts the ability to apply them to your day to day work.
This book covers all the major topics within Machine Learning which are frequently asked in the Interviews. These include:
- Supervised and Unsupervised Learning
- Classification and Regression
- Decision Trees
- Ensembles
- K-Nearest Neighbors
- Logistic Regression
- Support Vector Machines
- Neural Networks
- Regularization
- Clustering
- Dimensionality Reduction
- Feature Extraction
- Feature Engineering
- Model Evaluation
- Natural Language Processing
- Real life system design problems
- Mathematics and Statistics behind the Machine Learning Algorithms
- Various distributions and statistical tests
This book can be used by students and professionals alike. It has been drafted in a way to benefit both, novices as well as individuals with substantial experience in Machine Learning.
Following diligently would equip you to face any Machine Learning Interview.
Who is this book for?
This book is for you if you are either preparing for an interview, planning to move into this field in future, brushing up your Machine Learning skills or just want to get an in-depth overview of the field. This book provides the most important and frequently asked questions along with their solutions, with each chapter as a self-contained Machine Learning topic.
"A breakthrough in machine learning would be worth ten Microsofts." -Bill Gates
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