Time Series Forecasting Using Generative AI: Leveraging AI for Precision Forecasting

Author:   Banglore Vijay Kumar Vishwas ,  Sri Ram Macharla
Publisher:   APress
ISBN:  

9798868812750


Pages:   215
Publication Date:   25 March 2025
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Time Series Forecasting Using Generative AI: Leveraging AI for Precision Forecasting


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Author:   Banglore Vijay Kumar Vishwas ,  Sri Ram Macharla
Publisher:   APress
Imprint:   APress
ISBN:  

9798868812750


Pages:   215
Publication Date:   25 March 2025
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Chapter 1:  Time series meets Generative AI.- Chapter 2 :  Neural Network for time series.- Chapter 3: Transformers for time series.- Chapter 4:  Time-LLM: Reprogrammed Large Language Model.- Chapter 5 : Chronos: Pretrained probabilistic time series model.- Chapter 6:  TimeGPT: The First Foundation model for time series.- Chapter 7 : Moirai: A Time Series foundation model for universal forecasting.- Chapter 8: TimesFM: Decoder-only foundation model for time series.

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Author Information

Bangalore Vijay Kumar Vishwas (B.V. Vishwas) is a seasoned Principal Data Scientist and AI researcher with over 11 years of experience in the IT industry. Currently based in San Diego, California, he works at NTT DATA. Vishwas holds a Master of Technology in Software Engineering from Birla Institute of Technology & Science, Pilani, India. He specializes in developing innovative solutions for large enterprises, with expertise in Machine Learning, Deep Learning, Time Series Forecasting, Natural Language Processing, Reinforcement Learning, and Generative AI. He is also the author of Hands-On Time Series Analysis with Python: From Basics to Bleeding-Edge Techniques, published by Apress. Sri Ram Macharla, is a consultant and architect in the areas of AI and ML with over 19 years of experience in IT. He holds an M.Tech from BITS Pilani and has experience working with clients in domains such as finance, retail, life sciences, defense, and manufacturing. Additionally, he has worked as a mentor, corporate trainer, and guest faculty teaching AI and ML. He has papers published and works as a reviewer with leading journals and publishers. He is passionate about mathematical modeling and applying AI for social good.

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