iosr-JCE   Volume-27 ~ Issue-1 ~ Jan. - Feb. 2025

Abstract: Holistic resume analysis is a comprehensive evaluation process that examines a candidate's entire resume, rather than focusing solely on individual components such as education, experience, or skills. This approach integrates various elements to paint a complete picture of the candidate's professional identity and potential. By considering factors such as formatting, language, and personal branding alongside traditional qualifications, holistic analysis provides valuable insights into how effectively a resume communicates the candidate's value proposition to potential employers. It emphasizes the importance of context, narrative coherence, and alignment with job descriptions,.......

Keywords — AI, Natural Processing Language Machine Learning

[1] A. Wahedna, A. Vakil, S. Shah, V. V. Kelkar And I. Shrivastava, "Resume Screening–Testing For Data Stability," 2023 International Conference On Innovative Computing, Intelligent Communication And Smart Electrical Systems (Icses), Chennai, India, 2023, Pp. 1-8, Doi: 10.1109/Icses60034.2023.10465529.
[2] A. Mankawade, V. Pungliya, R. Bhonsle, S. Pate, A. Purohit And A. Raut, "Resume Analysis And Job Recommendation," 2023 Ieee 8th International Conference For Convergence In Technology (I2ct), Lonavla, India, 2023, Pp. 1-5,
Doi: 10.1109/I2ct57861.2023.10126171.
[3] B. Surendiran, T. Paturu, H. V. Chirumamilla And M. N. R. Reddy, "Resume Classification Using Ml Techniques," 2023 International Conference On Signal Processing, Computation, Electronics, Power And Telecommunication (Iconscept), Karaikal, India, 2023, Pp. 1-5, Doi: 10.1109/Iconscept57958.2023.10169907.
[4] D. Parade, T. Joshi And S. Parkhe, "Survey On Resume And Job Profile Matching System," 2023 6th International Conference On Advances In Science And Technology (Icast), Mumbai, India, 2023, Pp. 229-233, Doi: 10.1109/Icast59062.2023.10454929.
[5] G. Kamineni, K. A. Sai And G. S. N. Rao, "Resume Classification Using Support Vector Machine," 2023 3rd International Conference On Pervasive Computing And Social Networking (Icpcsn), Salem, India, 2023, Pp. 91-96, Doi: 10.1109/Icpcsn58827.2023.00021

Abstract: This researchpaper discusses howAI has been integrated into personalfinance management and transformed how individuals deal with financial tasks. Budgeting, investment, and fraud prevention are no longer solely dependent on traditional methods since AI tools have takencenter stage. The increasing complexity of personal financial planning, fueled by issues such as retirement, healthcare, and environmental issues, demands more complex approaches to managing money. Current AI applications are critically evaluated for their benefits and the ethical challenges associated with this field. Through a study of cases on the Mint and Betterment, the research illustrates how.....

Keywords: AI in Personal Management: Opportunity and Challenges, Artificial Intelligence, AI – powered tools, Explainable AI (XAI) and Blockchain Technology

[1] Brynjolfsson,E.,&Mcafee,A.(2014).The Second Machineage:Work,Progress,And Prosperity In A Time Of Brilliant Technologies. W. W. Norton &Company.
[2] Chen,Y.,Wu,X.,&Zhang,S.(2018).Automationandartificialintelligenceinfinance: Innovations And Challenges. Journal Of Finance And Technology, 23(1), 1-15.
[3] Lipton, Z.C.(2018).The Mythos Of Model Interpretability. Acmsigkdd Explorations Newsletter, 20(1), 1-14.
[4] Narayanan,A.,Bonneau,J.,Felten,E.,Miller,A.,&Shmatikov,V.(2016).Bitcoin And Crypto Currency Technologies. Princeton University Press.
[5] O'neil,C.(2016).Weapons Of Math Destruction: How Big Data Increases In Equality And Threatens Democracy. Crown Publishing Group

Abstract: This venture is dedicated to raise the quality of the image by bringing the Vision Transformer (ViT) models for the denoising of images into the scene, a challenge in imaging processing that affects applications like medical imaging and surveillance systems. The proposed approach is to enhance the ability of the model to distinguish between noise and signal and thus to improve the quality of the image by optimizing attention mechanisms within ViTs, which capture....

Keywords: Image Denoising, Vision Transformer (ViT), Attention Mechanisms Network Architectures, Noise Reduction, Image Clarity.

[1] Abbasi, M., Váz, P., Silva, J., & Martins, P. (2024). Enhancing Visual Perception In Immersive Vr And Ar Environments: Ai-Driven Color And Clarity Adjustments Under Dynamic Lighting Conditions. Technologies, 12(11), 216.
[2] Ananth, A., Bhat, S. S., Gururaj, K., & Ds, K. P. (2024, March). Enhancing Underwater Imagery Clarity: A Novel Approach With Zero Dce Net. In 2024 Ieee Bangalore Humanitarian Technology Conference (B-Htc) (Pp. 38-42). Ieee
[3] Biswas, U., Karmakar, A., Ghosh, A., & Chaudhuri, S. S. (2023). "Enhancing Image Clarity In Real Time: An Automated Gamma Correction Approach For Dehazing," 2023 7th International Conference On Electronics, Materials Engineering & Nanotechnology (Iementech), Kolkata, Doi:10.1109/Iementech60402.2023.10423457. India, Pp. 1-6
[4] Cha, S. K., Lee, S. W., & Jeon, J. W. (2023). "Enhancing Image Clarity Through A Comparative Analysis Of Polarizing Filters And Homomorphic Filtering Algorithms," 2023 Ieee International Conference On Consumer Electronics-Asia (Icce-Asia), Busan, Korea, Republic Of, Pp. 1-4, Doi:10.1109/Icce-Asia59966.2023.10326400
[5] Ekem, L., Skerrett, E., Huchko, M. J., & Ramanujam, N. (2025). Automated Image Clarity Detection For The Improvement Of Colposcopy Imaging With Multiple Devices. Biomedical Signal Processing And Control, 100, 106948