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Full Description
Equip yourself with the essentials of informed decision-making with this practical guide to mastering data-driven modeling and extracting actionable, meaningful patterns from the vast sea of modern data.
In an era defined by data, the ability to transform raw information into actionable insights is a skill set that transcends industries and disciplines. This book is a comprehensive guide designed to unravel the intricacies of extracting meaningful patterns from the vast sea of data that surrounds us. It explores the significance of data-driven modelling, comparing it to traditional approaches and setting the stage for understanding the transformative power and diverse applications of data-driven techniques. This comprehensive resource empowers readers to leverage data for informed decision-making. Whether you are a novice looking to grasp the fundamentals or an experienced professional seeking advanced techniques, this book serves as a practical guide through the dynamic landscape of data-driven modelling. Through clear explanations, hands-on examples, and real-world applications, readers will gain the skills needed to navigate the complexities of modern data analysis.
Contents
Preface xv
1 Fundamentals of Data Analysis and Preprocessing 1
Sudipta Hazra and Arindam Mondal
2 Advanced Data Control Methods for Data-Driven Modeling: Techniques, Challenges, and Future Directions 23
Aarushi Chatterjee and Souvik Ganguli
3 Machine Learning Algorithms for Data-Driven Modeling 81
Souryadip Ghosh, Indrani Mukherjee and Suparna Biswas
4 Neural Networks and Deep Learning in Data-Driven Modeling 99
Tanishka Chakraborty, Indrani Mukherjee and Suparna Biswas
5 Advances in Time-Series Analysis: Techniques and Applications for Predictive Forecasting 121
A. UmaDevi, Jagendra Singh, Shrinwantu Raha, Nazeer Shaik, Anil V. Turukmane and Ishaan Singh
6 Ensemble Methods for Data-Driven Modeling in Agriculture and Applications 143
Khalil Ahmed, Mithilesh Kumar Dubey, Kajal and Devendra Kumar Pandey
7 Artificial Intelligence-Enabled Ensemble Machine Learning Approaches for Solanaceae Crops 165
Kajal, Mithilesh Kumar Dubey, Khalil Ahmed and Devendra Kumar Pandey
8 Dynamic Multitask Transfer Learning with Adaptive Feature Sharing for Heterogeneous Data and Continual Learning 187
Toufique Ahammad Gazi
10 Prognosticating Plays: ANN-Enabled Score Projection with the Help of FIS 221
Susmit Chakraborty and Sourish Harh
11 Designing a PID Controller for the Two-Area LFC Problem Using Gradient Descent-Based Linear Regression 239
Susmit Chakraborty and Arindam Mondal
12 Implementing PID Controllers for Data-Driven Recognizing for a Nonlinear System 257
Susmit Chakraborty and Sagnik Agasti
13 Temporal Resilience Redux: BiLSTM for Short-Term Load Forecasting in Deep Learning Domain 273
Ritu K. R.
References 292
Index 295
