Enhanced Breast Cancer Tumor Classification Using Mobilenetv2: A Detailed Exploration On Image Intensity, Error Mitigation, And Streamlit-Driven Real-Time Deployment, Aaditya Surya, Aditya Keshary Shah, Subash Tarun Sasikumar, Jarnell Kabore
Apr 2024
Enhanced Breast Cancer Tumor Classification Using Mobilenetv2: A Detailed Exploration On Image Intensity, Error Mitigation, And Streamlit-Driven Real-Time Deployment, Aaditya Surya, Aditya Keshary Shah, Subash Tarun Sasikumar, Jarnell Kabore
Butler Journal of Undergraduate Research
This research introduces a sophisticated transfer learning model based on Google’s MobileNetV2 for breast cancer tumor classification into normal, benign, and malignant categories, utilizing a dataset of 1576 ultrasound images (265 normal, 891 benign, 420 malignant). The model achieves an accuracy of 0.82, precision of 0.83, recall of 0.81, ROC-AUC of 0.94, PR-AUC of 0.88, and MCC of 0.74. It examines image intensity distributions and misclassification errors, offering improvements for future applications. Addressing dataset imbalances, the study ensures a generalizable model. This work, using a dataset from Baheya Hospital, Cairo, Egypt, compiled by Walid Al- Dhabyani and colleagues (2020), emphasizes …
Rebranding Lauren Hope Photography, Lauren H. Toomey
Jun 2023
Rebranding Lauren Hope Photography, Lauren H. Toomey
Graphic Communication
Lauren Toomey has been building her business, Lauren Hope Photography, for the past six years. During this time, she has developed a website as well as a social media presence, but has yet to establish a clear brand identity. This project served as motivation for Lauren to define her brand identity, which allowed her to create branding guidelines that could then be implemented across print and digital media.
Moondoggie's Ad, Mia Horvath
Jun 2023
Moondoggie's Ad, Mia Horvath
Graphic Communication
I created a 2 minute ad for Moondoggies that defines the brands “attitude” as well as establishes its demographic, highlights the products they sell, and showcases the natural beauty of the region Moondoggies was founded in.
No Free Lunch: Economics For A Fallen World (Third Edition, Revised), Jeffrey E. Haymond
Dec 2020
No Free Lunch: Economics For A Fallen World (Third Edition, Revised), Jeffrey E. Haymond
Cedrus Press Publications
This open access introductory economics text is available for anyone interested in free market economics from an explicitly Christian worldview. This book is intended to be an engaging read, while not sacrificing technical accuracy or submission to biblical authority. Each chapter contains an introductory scriptural commentary and clearly defined objectives, as well as a “great economist” section at the end and concluding chapter questions. This text supports free market institutions because only free markets provide the outlet for the creativity of man made in God’s image while likewise providing the institutional constraints that minimize the harm that fallen man can …
No Free Lunch: Economics For A Fallen World (Third Edition, Revised), Jeffrey E. Haymond
Dec 2020
No Free Lunch: Economics For A Fallen World (Third Edition, Revised), Jeffrey E. Haymond
Faculty Books
This open access introductory economics text is available for anyone interested in free market economics from an explicitly Christian worldview. This book is intended to be an engaging read, while not sacrificing technical accuracy or submission to biblical authority. Each chapter contains an introductory scriptural commentary and clearly defined objectives, as well as a “great economist” section at the end and concluding chapter questions. This text supports free market institutions because only free markets provide the outlet for the creativity of man made in God’s image while likewise providing the institutional constraints that minimize the harm that fallen man can …
Product Photography For Agricultural Products, Madison Ann Somerday
Jun 2020
Product Photography For Agricultural Products, Madison Ann Somerday
Agricultural Education and Communication
The E-commerce space is growing and E-commerce is dependent upon product photography. The product photograph is one of the most important elements of an online visual marketing strategy. When selling online, the only sense a customer can use to judge the product is sight. The picture is what your customers will utilize to decide whether they want to purchase the product or not. In the 2017 Bazaarvoice’s Shopper Experience Index, product photos are shown to be able to create a 111% conversion boost and a 180% revenue boost per visitor for top retailers and brands. The picture of a product …
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Mar 2019
Cara Mengobati Kencing Nanah, Obat Denature
Obat Denature
cara mengobati kencing nanah atau gonore secara alami pada pria dan wanita dengan cepat dan ampuh
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Year Of Cuba 2019-2020, Nashieli Marcano, Leslie Drost
Jan 2019
Year Of Cuba 2019-2020, Nashieli Marcano, Leslie Drost
Research Guides & Subject Bibliographies
No abstract provided.
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Feb 2016
Trends In Product Development – The Supermarket Shelf Revisited, Anna Cruickshank
Other resources
In a rapidly changing environment the survival of the food service industry and the food retail markets depend to a large extent on their capacity to develop and market new or radically improved products. The identified product development tends provide insight into the new and novel food products available to facilitate the growing demands of the food industry in Ireland and the ever-changing fashions in food requirements world-wide.
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Dec 2015
Apa Obat Yang Bisa Gugurin Kandungan Secara Ampuh, Cara Aman
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Jual Obat Kuat Viagra Asli Di Purworejo Hp/Wa 081328342345, Yaseng Tamsis4
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Gobernabilidad Y Desarrollo, Guillermo Arosemena
Aug 2009
Gobernabilidad Y Desarrollo, Guillermo Arosemena
Guillermo Arosemena
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Dec 1990
Jual-Obat-Hammer-Of-Thor-Di-Mataram Antar Gratis 082165464444, Ayen Shop
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Aug 1990
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