An Introduction to Machine Learning
Just like electricity, Machine Learning will revolutionize our life in many ways - some of which are not even conceivable today. This book provides a thorough conceptual understanding of Machine Learning techniques and algorithms. Many of the mathematical concepts are explained in an intuitive manne...
Κύριοι συγγραφείς: | , , |
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Συγγραφή απο Οργανισμό/Αρχή: | |
Μορφή: | Ηλεκτρονική πηγή Ηλ. βιβλίο |
Γλώσσα: | English |
Έκδοση: |
Cham :
Springer International Publishing : Imprint: Springer,
2019.
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Έκδοση: | 1st ed. 2019. |
Θέματα: | |
Διαθέσιμο Online: | Full Text via HEAL-Link |
Πίνακας περιεχομένων:
- Introduction
- Basics before Machine Learning
- Learning Models
- Regression
- Improving Further
- Classification
- Clustering (unsupervised Learning)
- Random Forests
- Testing the Algorithm and the Network
- Neural Network
- Reinforcement Learning
- Deep Learning
- Principal Component Analysis
- Anomaly Detection
- Recommender System
- Feature Search/Convolution
- Natural Language Processing
- Language Translation
- AlphaGo
- Data Quality
- System Improvement
- Software stack
- Hardware Implementations. .