Hands-on unsupervised learning using Python: how to build applied machine learning solutions from unlabeled data/
Ankur A. Patel
- Kolkata: Shroff Publishers, 2019.
- xix, 337 p. : ill. ; 24 cm.
Part 1. Fundamentals of unsupervised learning. Unsupervised learning in the machine learning ecosystem -- End-to-end machine learning project -- Part 2. Unsupervised learning using Scikit-learn. Dimensionality reduction -- Anomaly detection -- Clustering -- Group segmentation -- Part 3. Unsupervised learning using TensorFlow and Keras. Autoencoders -- Hands-on autoencoder -- Semisupervised learning -- Part 4. Deep unsupervised learning using TensorFlow and Keras. Recommender systems using restricted Boltzmann machines -- Feature detection using deep belief networks -- Generative adversarial networks -- Time series clustering -- Conclusion.
9781492035640 9789352138128
Python (Computer program language) Machine learning Artificial intelligence