Denesh Techs

Microsoft Threat Protection Intelligence and Intel Labs are collaborating for a project named STAMINA. STAMINA: Static Malware As Image Network Analysis is a technique based on Deep Learning. What is Project STAMINA? STAMINA focus on detecting malware using deep learning techniques. It converts the malicious code into 2 dimensional images. Then the images can be used to analyze the characteristics of malware and classifies according to their types. Steps in STAMINA Source: Microsoft The 2D images are fed into the deep neural network which is trained with 60% of the known malware samples. The DNN scans and identify the image as clean or infected. This Image based technique achieves 99.07% of accuracy. Pixel File Sizes for different Image Widths Source: Microsoft and Intel

Oneplus Smartphones may play well in the market for the mid range to flagship segment.However it lacks some of the features that premium smartphones has. Let's think what makes OnePlus differ from Other Premium Smartphones and What needs to be improved in future releases. OnePlus logo OnePlus Smartphones sports latest flagship chips with higher amount of RAM equipped with latest version of Android running on the top layer of Oxygen OS. Let's see what needs to be improved to keep it on par with other premium smartphones for this price range. 1.Improvements to Front and Rear Camera Over the past years, premium smartphones starting from Samsung Galaxy S7 offers Video recording for atleast 1440p Quad HD quality while keeping 4K video recording for Rear Camera. Samsung Galaxy S20 bumps the video recording quality to 4K for front camera and 8K for rear camera . But, OnePlus Phones still opts to 1080p. The maxium video recording quality needs to be improved for both front and rear ca