Description
Upon completion of this chapter, readers will be able to:
• Comprehend the fundamental concepts and paradigms underlying machine learning and its
applications across diverse domains
• Distinguish between supervised, unsupervised, and reinforcement learning approaches and identify
appropriate application contexts
• Evaluate common machine learning algorithms and their specific use cases in real-world scenarios
• Apply key performance metrics including accuracy, precision, recall, and AUC for model evaluation
• Navigate essential tools, frameworks, and programming languages used in machine learning
development
• Understand the critical importance of data preparation and feature engineering in successful ML
implementations
• Analyze the transition from theoretical machine learning concepts to production-ready systems
Mr. Shivakumar. E, Working as an Assistant Professor, Dept. of Computer Science and Engineering (Data Science), Mother Theresa Institute of Engineering and Technology, Palamaner with an experience of 6 Years in Teaching. He received M.Tech in Computer Science and Engineering with Distinction from VTU, Belagavi. He is pursuing Ph.D in Deep Learning at SIMATS University, Tamilnadu.
Mrs. R.K. Chandana Mani, Working as an Assistant Professor, Dept. of Computer Science and Engineering, Mother Theresa Institute of Engineering and Technology, Palamaner with an experience of 5 Years in Teaching. She received M.Tech in Computer Science & Engineering with Distinction from JNTUA University, Anantapuramu. She is pursuing Ph.D in Deep Learning at Vellore Institute of Technology, Vellore, Tamilnadu. She published Book Chapters and papers in various streams.
Mr.A.Ravindra Kumar, Working as an Associate Professor & Head in the department of Computer Science and Engineering ( AI&ML), Kuppam Engineering College, Kuppam. He has total 18 years of teaching experience. He received his B.Tech degree from JNTU Anantapur Ananthapuramu. M.Tech degree from Dr M.G.R University, Chennai. He is pursuing Ph. D degree in JNTU Anantapur, Ananthapuramu.
Mr. C. Viswanadh, Working as an Assistant Professor in the department of Computer Science and Engineering Mother Theresa Institute of Engineering and Technology, Palamaner, C. Viswanadh pursuing Ph.D at SRM University, Tamilnadu. He has total 15 years of teaching experience. He received his B.Tech degree from JNTU Hyderabad. He received M.Tech degree with Distinction in Computer Science and Engineering from JNTU, Ananthapuramu.