000			02282nam a22002297a 4500
020			_a9789355516343
041			_aENG
082			_a006.31 _bTYA
100			_aTyagi, Amit Kumar.
245			_a Advanced machine learning : _bfundamentals and algorithms / _cAmit Kumar Tyagi, Khushboo Tripathi, and Avinash Kumar Sharma
250			_a1st ed.
260			_aNew Delhi : _bBPB Publications, _c2024.
300			_axxv, 494 pages : _bIllustrations ; _c24 cm.
504			_aIncludes Index.
505			_aIntroduction to Machine Learning Statistical Analysis Linear Regression Logistic Regression Decision Trees Random Forest Rule-Based Classifiers Naïve Bayesian Classifier K-Nearest Neighbors Classifiers Support Vector Machine K-Means Clustering Dimensionality Reduction Association Rules Mining and FP Growth Reinforcement Learning Applications of ML Algorithms Applications of Deep Learning Advance Topics and Future Directions
520			_aOur book is divided into several useful concepts and techniques of machine learning. This book serves as a valuable resource for individuals seeking to deepen their understanding of advanced topics in this field. Learn about various learning algorithms, including supervised, unsupervised, and reinforcement learning, and their mathematical foundations. Discover the significance of feature engineering and selection for enhancing model performance. Understand model evaluation metrics like accuracy, precision, recall, and F1-score, along with techniques like cross-validation and grid search for model selection. Explore ensemble learning methods along with deep learning, unsupervised learning, time series analysis, and reinforcement learning techniques. Lastly, uncover real-world applications of the machine and deep learning algorithms. After reading this book, readers will gain a comprehensive understanding of machine learning fundamentals and advanced techniques. With this knowledge, readers will be equipped to tackle real-world problems, make informed decisions, and develop innovative solutions using machine and deep learning algorithms.
650			_aMachine Learning
650			_aInformation Technology
700			_aTripathi Khushboo.
700			_aSharma, Avinash Kumar.
942			_2ddc _cBK
999			_c23739 _d23739