Breast cancer has a devastating effect on women. Different strategies of breast cancer classification exist with minimal work done on the prediction of the occurrence of the disease in potential carriers. In this study, a breast cancer predictive system has been developed using bidirectional long short-term memory (BiLSTM) for feature extraction and learning while the two-dimensional convolutional neural network (CNN) was used for breast cancer classification. Histopathological images were used for cancer prediction. Python was used as the programming language for implementing the system. The model was tested using datasets from The Cancer Imaging Archive (TCIA) repository. An accuracy level of 98.8% (higher than the most recent existing model) was achieved for the prediction of the future occurrence of breast cancer based on the tests on the dataset. The application of the model using live data from women can help in the prediction and control of the occurrence of breast cancer amongst women.

Abstract-The increasing desire and preference in recent times for wireless connectivity by individuals, firms, ministries has made it very important for network administrators to put into considerations the best measure to securing wireless network [2]. Corporate Organization are embracing the wireless hotspot technology for increased productivity and provision of a more flexible work arrangement for workers so as to work closely with their partners with the ability to access limitless volume of data anytime, anywhere. However, securing wireless network is the greatest challenge faced by network administrator [9] and as such there is need for constant research for a better security measure that will improve the existing security measures. Therefore a web based wireless authentication secured hotspot is one of the security measures we shall lay emphasis on in this work. Other researchers on this subject [7], [8],highlighted some other means of authenticating wireless network without emphasis on this web based authentication as mean means of securing wireless network. It is the wireless network security that will require the users to be authenticated or allowed access using the browsers login page. This paper centers on the technicality of setting up this web based secured wireless hotspot; configuring the server (router) and programming the authentication web page. The server runs on Linux operating system and the web pages were designed using HTML/Java/PhP script, using mysql for the data base that manages the radius server. My focus here is on the setting up of the wireless hotspot radius server that can work with the designed web authentication pages and not the actual design of the web pages.