ISSN2320-2882
Impact Factor9.17
UGC ParametersAligned
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CrossRefDOI
ESTD2013
Peer ReviewTransparent
AccessOpen
Submission: Always Open
Paper Title
Machine Learning - A Predictive Algorithm for Consumer Analytics, Optimization, and Adaptive Learning
Authors
Sujata Jaysing Ajab , Pooja Gopal Malvankar , Dyaneshwar Balu Lokhande , Shubhangi Pratik Bombale
Keywords
Algorithms, Learning Paradigms, Deep Learning, Neural Networks, Supervised Learning, Reinforcement Learning, Predictive Models, Data Optimization, Generative AI, Explainable AI
Abstract
Machine Learning (ML) has emerged as a profoundly transformative technology in the 21st century, empowering computer systems to learn from empirical data and execute intelligent decision-making without reliance on explicit, rigid programming. This paper undertakes a comprehensive examination of the field, detailing its historical progression, fundamental theoretical principles, diverse learning models, core algorithms, and extensive real-world applications. The analysis also addresses critical contemporary challenges and highlights future research trajectories, underscoring ML's pivotal role in automation, prediction, and complex decision-making across various domains
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IJCRT — journal style
"Machine Learning - A Predictive Algorithm for Consumer Analytics, Optimization, and Adaptive Learning", IJCRT - International Journal of Creative Research Thoughts (www.ijcrt.org), ISSN:2320-2882, Vol.13, Issue 12, page no.b560-b565, December 2025, Available :https://ijcrt.org/papers/IJCRT2512190.pdf
APA — 7th edition
Ajab, S. J., Malvankar, P. G., Lokhande, D. B., & Bombale, S. P. (2025). Machine Learning - A Predictive Algorithm for Consumer Analytics, Optimization, and Adaptive Learning. International Journal of Creative Research Thoughts, 13(12), b560-b565. https://ijcrt.org/viewpaperforall.php?paper=IJCRT2512190
MLA — 9th edition
Ajab, Sujata Jaysing, et al. "Machine Learning - A Predictive Algorithm for Consumer Analytics, Optimization, and Adaptive Learning." International Journal of Creative Research Thoughts, vol. 13, no. 12, 2025, pp. b560-b565, https://ijcrt.org/viewpaperforall.php?paper=IJCRT2512190.
Chicago — 17th, bibliography
Ajab, Sujata Jaysing, et al. "Machine Learning - A Predictive Algorithm for Consumer Analytics, Optimization, and Adaptive Learning." International Journal of Creative Research Thoughts 13, no. 12 (2025): b560-b565. https://ijcrt.org/viewpaperforall.php?paper=IJCRT2512190.
Harvard — author–date
Ajab, S.J. et al. (2025) 'Machine Learning - A Predictive Algorithm for Consumer Analytics, Optimization, and Adaptive Learning', International Journal of Creative Research Thoughts, 13(12), pp. b560-b565. Available at: https://ijcrt.org/viewpaperforall.php?paper=IJCRT2512190
IEEE — numbered reference
S. J. Ajab, P. G. Malvankar, D. B. Lokhande and S. P. Bombale, "Machine Learning - A Predictive Algorithm for Consumer Analytics, Optimization, and Adaptive Learning," IJCRT, vol. 13, no. 12, pp. b560-b565, Dec. 2025.
Vancouver — biomedical
Ajab SJ, Malvankar PG, Lokhande DB, Bombale SP. Machine Learning - A Predictive Algorithm for Consumer Analytics, Optimization, and Adaptive Learning. IJCRT. 2025 Dec;13(12):b560-b565.
AMA — 11th edition
Ajab SJ, Malvankar PG, Lokhande DB, Bombale SP. Machine Learning - A Predictive Algorithm for Consumer Analytics, Optimization, and Adaptive Learning. IJCRT. 2025;13(12):b560-b565. Accessed at https://ijcrt.org/viewpaperforall.php?paper=IJCRT2512190
BibTeX — Zotero, Mendeley, LaTeX
@article{IJCRT2512190,
author = {Sujata Jaysing Ajab and Pooja Gopal Malvankar and Dyaneshwar Balu Lokhande and Shubhangi Pratik Bombale},
title = {Machine Learning - A Predictive Algorithm for Consumer Analytics, Optimization, and Adaptive Learning},
journal = {International Journal of Creative Research Thoughts},
volume = {13},
number = {12},
pages = {b560-b565},
year = {2025},
month = {December},
issn = {2320-2882},
url = {https://ijcrt.org/viewpaperforall.php?paper=IJCRT2512190}
}
RIS — EndNote, RefWorks
TY - JOUR
AU - Ajab, Sujata Jaysing
AU - Malvankar, Pooja Gopal
AU - Lokhande, Dyaneshwar Balu
AU - Bombale, Shubhangi Pratik
TI - Machine Learning - A Predictive Algorithm for Consumer Analytics, Optimization, and Adaptive Learning
T2 - International Journal of Creative Research Thoughts
JA - IJCRT
VL - 13
IS - 12
PY - 2025
SN - 2320-2882
UR - https://ijcrt.org/viewpaperforall.php?paper=IJCRT2512190
SP - b560-b565
ER -
Issue
Volume 13 Issue 12,
December-2025
Pages : b560-b565
Article Information
- Published In
- International Journal of Creative Research Thoughts — Volume 13, Issue 12, December 2025
- Pages
- b560-b565
- Published
- December 2025
- Registration ID
- IJCRT_298371
- Published Paper ID
- IJCRT2512190
- Research Area
- Commerce and Management, MBA All Branch
- Author Type
- Indian Author
- Location
- Mumbai, Maharashtra, India
- Peer Review
- Request Peer Review Report
- Licence
- CC BY 4.0 · Open Access
- ISSN & Impact Factor
- 2320-2882 · IF 9.17
- Downloads
- 200
- Permanent Link
- https://ijcrt.org/viewpaperforall.php?paper=IJCRT2512190
- Published Paper PDF
- https://ijcrt.org/papers/IJCRT2512190.pdf
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International Journal of Creative Research Thoughts
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2320-2882
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The authors would like to thank the reviewers and the editorial board of International Journal of Creative Research Thoughts for their careful reading and constructive comments, and all colleagues who supported the preparation of this manuscript.
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