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Classifying Malware Images with Convolutional Neural Network Models Figure 2: Portable Executable file represented as an image. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1604675121884-5NAG4APW9NGP681Y5P0S/Screen+Shot+2020-11-06+at+9.04.05+AM.png Blog - Classifying Malware Images with Convolutional Neural Network Models Figure 3: Sample images of malware belonging to different families. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1604675218131-IX4GUPHX4J8DIV9LZ6MC/Screen+Shot+2020-11-06+at+9.06.05+AM.png Blog - Classifying Malware Images with Convolutional Neural Network Models Figure 4: Converting malware binary to an image. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1604675425825-GU2EJO60YO3BQ00FV4VJ/Screen+Shot+2020-11-06+at+9.09.24+AM.png Blog - Classifying Malware Images with Convolutional Neural Network Models Figure 5: VGG-16 model architecture [3]. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1604675675054-H39VFIAUL3ILS7DQJ34W/Screen+Shot+2020-11-06+at+9.12.33+AM.png Blog - Classifying Malware Images with Convolutional Neural Network Models Figure 6: Inception V3 model architecture [45]. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1604677152044-0IJ4PV3620QG4LPMZ4T7/Screen+Shot+2020-11-06+at+9.38.24+AM.png Blog - Classifying Malware Images with Convolutional Neural Network Models Figure 7: ResNet50 model architecture [5]. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1604677256671-NXTOTEFFQND2DAWYSRLZ/Screen+Shot+2020-11-06+at+9.39.40+AM.png Blog - Classifying Malware Images with Convolutional Neural Network Models Figure 8: Architecture of CNN-SVM [7]. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1604677466452-PF3A2T8X0MIKDHS5RXFN/Screen+Shot+2020-11-06+at+9.43.26+AM.png Blog - Classifying Malware Images with Convolutional Neural Network Models Figure 9: GRU-SVM architecture model, with n GRU cells and SVM for the classification function [1]. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1604680449963-G1KCOGU06F0090OMIAER/Screen+Shot+2020-11-06+at+10.32.43+AM.png Blog - Classifying Malware Images with Convolutional Neural Network Models Figure 10: MLP-SVM architecture model [44]. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1604681050155-JB9AMRVKTGC3CU69KGZ2/Screen+Shot+2020-11-06+at+10.43.16+AM.png Blog - Classifying Malware Images with Convolutional Neural Network Models Table 1: 25 malware families (classes) and the number of samples in each family. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1604681752504-IU3N7S0QGSIC5XC6K22O/Screen+Shot+2020-11-06+at+10.51.53+AM.png Blog - Classifying Malware Images with Convolutional Neural Network Models Table 2: Prediction accuracies of the six tested models. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1604681849176-KHM9M1YPM9F9FS3VHK8I/Screen+Shot+2020-11-06+at+10.56.37+AM.png Blog - Classifying Malware Images with Convolutional Neural Network Models Table 3: Accuracy averages of the six tested models. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1604681981672-L033KQNT53YV9U78XOJU/Screen+Shot+2020-11-06+at+10.56.37+AM.png Blog - Classifying Malware Images with Convolutional Neural Network Models Table 3: Accuracy averages of the six tested models. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1604682168725-3XJLZUG7R02Z9OVQYFX7/Screen+Shot+2020-11-06+at+11.01.53+AM.png Blog - Classifying Malware Images with Convolutional Neural Network Models Figure 11: Prediction accuracy of six models https://www.enhanceit.com/blog/microsoft-365-providing-the-tools-businesses-need-to-reduce-risk monthly 0.5 2020-10-23 https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1603471906580-F4XWCDTTJEM0P923P5FO/Picture1.png Blog - Microsoft 365: Providing the tools businesses need to reduce risk https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1603472112971-JPFSYXXRT2QF832EQN99/pexels-bongkarn-thanyakij-3751553.jpg Blog - Microsoft 365: Providing the tools businesses need to reduce risk https://www.enhanceit.com/blog/women-in-tech monthly 0.5 2023-05-08 https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1602527300170-HI09YAEEY6XWRV84PRCE/IMG_7792.jpg Blog - 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Pro Tips: Cybersecurity Working From Home https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1597799718702-PKOWQH1H3FFZYSSLXO3C/enhanceit7.jpg Blog - Pro Tips: Cybersecurity Working From Home https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1597799911909-G9R4P44G95QD3J854BP5/enhanceit9.jpg Blog - Pro Tips: Cybersecurity Working From Home https://www.enhanceit.com/blog/best-practice-in-running-mobile-production-environments monthly 0.5 2020-08-19 https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1597797071796-9IMFNFGD255RSRBUIYZI/EnhanceIT1.jpg Blog - Best Practice in Running Mobile Production Environments - Pro tips https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1597797459091-4UK8WF11DBEQLV8EO05F/enhanceit2 Blog - Best Practice in Running Mobile Production Environments https://www.enhanceit.com/blog/simplicity-for-complexity monthly 0.5 2020-08-13 https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1597335745739-NS108QRMNAZIWBAI6T9P/simplicity%2Bfor%2Bcomplexity Blog - Simplicity for Complexity - Given the problem above, which of the solutions is using simplicity for complexity? If your answer is solution 3, you are absolutely right. This same concept can be applied to Android application development. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1597336487507-LBKSEJUOBJMRXM8OBRA2/pexels-andrea-piacquadio-3758105.jpg Blog - Simplicity for Complexity - This concept can also be applied to existing characteristics of clean code and here’s how: https://www.enhanceit.com/blog/instagramplusiosapp monthly 0.5 2020-08-13 https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1596560012559-I2SNBYGLTH34ATA86WHQ/EnhanceIT.png Blog - Using Instagram in your iOS App: Consuming the Instagram Basic API and Instagram Graph API in July 2020 https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1596560166603-JK67UZ10FJKOLDVYOFPM/InstagramBD.png Blog - Using Instagram in your iOS App: Consuming the Instagram Basic API and Instagram Graph API in July 2020 https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1596560384486-LUOR7DYX4OY1LQNKYQHW/InstagramBD2.png Blog - Using Instagram in your iOS App: Consuming the Instagram Basic API and Instagram Graph API in July 2020 https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1596560529937-1LML1F3OOV77MF8GZFNL/InstagramBD3.png Blog - Using Instagram in your iOS App: Consuming the Instagram Basic API and Instagram Graph API in July 2020 https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1596560620569-BEWRZJKZ226EA21T1TVK/Picture1.png Blog - Using Instagram in your iOS App: Consuming the Instagram Basic API and Instagram Graph API in July 2020 https://www.enhanceit.com/blog/why-being-a-data-scientist-is-like-being-a-plumber monthly 0.5 2020-11-30 https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1606754086488-S8PUFWVZGK09R4PPFL9B/pexels-fauxels-3183186.jpg Blog - Why Being a Data Scientist is Like Being a Plumber https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1606754160595-ZI0ETSOYAJ6W6PQAX9JF/pexels-cottonbro-5474028.jpg Blog - Why Being a Data Scientist is Like Being a Plumber https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1606754233264-P6EH7JS0EYWNVHH7B97X/pexels-cottonbro-5483071.jpg Blog - Why Being a Data Scientist is Like Being a Plumber https://www.enhanceit.com/blog/the-growth-of-challenges-in-the-mobile-development-space-and-ios monthly 0.5 2019-09-13 https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1567621529843-H80H6CI5EI5ETA79S8PZ/image2.png Blog - The Growth of Challenges in the Mobile Development Space, and iOS The only interactive part of the map is the size of my thumb. It doesn’t grow. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1567621565292-MW2A4BQKVJ4C0T2J3L0N/image1.png Blog - The Growth of Challenges in the Mobile Development Space, and iOS Another issue to consider: users can disable some functionalities, outside of the app. https://www.enhanceit.com/blog/skype-for-business-end-of-life-what-happens-next monthly 0.5 2020-08-19 https://www.enhanceit.com/blog/the-real-correct-way-to-handle-missingdata monthly 0.5 2019-09-13 https://www.enhanceit.com/blog/category/Data+Science monthly 0.5 https://www.enhanceit.com/blog/category/Innovation monthly 0.5 https://www.enhanceit.com/blog/category/Cyber+Security monthly 0.5 https://www.enhanceit.com/blog/category/Collaborative+Services monthly 0.5 https://www.enhanceit.com/blog/category/Mobile+Apps monthly 0.5 https://www.enhanceit.com/blog/tag/COVID monthly 0.5 https://www.enhanceit.com/blog/tag/Mobile+Development monthly 0.5 https://www.enhanceit.com/blog/tag/womenintech monthly 0.5 https://www.enhanceit.com/blog/tag/O365 monthly 0.5 https://www.enhanceit.com/blog/tag/Instagram monthly 0.5 https://www.enhanceit.com/blog/tag/Cybersecurity monthly 0.5 https://www.enhanceit.com/blog/tag/Microsoft monthly 0.5 https://www.enhanceit.com/blog/tag/iOS monthly 0.5 https://www.enhanceit.com/blog/tag/Simplicity monthly 0.5 https://www.enhanceit.com/blog/tag/Android monthly 0.5 https://www.enhanceit.com/blog/tag/LanguageProcessing monthly 0.5 https://www.enhanceit.com/home daily 1.0 2020-08-25 https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1568321209364-MNBI4R6DM61X134STBH3/this.png Home https://www.enhanceit.com/data-science daily 0.75 2020-08-05 https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1567021142833-2RKS08RRAQ37BPL7HES0/image-asset.png Data Science - Data is King Together our Data Engineers and Data Scientists leverage intelligence derived from your existing data using AWS, Azure, Google Cloud Platform; Hbase, Cassandra, Databricks, etc. Make a difference with data using machine learning, deep learning, artificial intelligence, NLP, and data modeling. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1567021173151-4RINQRV2ZATDK3FZQJT4/photo-1557868118-4ccfc79b2907%2B%2528Medium%2529.jpg Data Science - Predicative Analytics Predict future events to identify risks, improve efficiency and quality, and develop competitive products and services using statistical and machine learning methods. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1567021183597-96QRLA0JX6GMEMM8A8LU/image-asset.png Data Science - Big Data Extract intelligence from big data for a unified view of the complete picture with next-gen solutions. Minimize time-to-value with scalable platforms, high bandwidth and accelerated analytics. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1567021193384-QW2N17TH2H3TMLCN1M1L/photo-1533750204176-3b0d38e9ac1e+%28Medium%29.jpg Data Science - Enterprise Level Policies Work with us to create data processes and policies that create a step-by-step data strategy in which you understand the role of data quality and specific data solutions to goals. https://www.enhanceit.com/mobile-apps daily 0.75 2019-09-12 https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1567021316951-R8DYLEYN6AM5JOHQSVT3/photo-1507925921958-8a62f3d1a50d+%28Medium%29.jpg Mobile Apps - Build it Right Build from scratch or upscale your existing mobile app with the latest, feature rich, high performant technologies. Let our expert native app developers work with you to improve performance, functionality, responsiveness, and design that gives you a competitive advantage. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1567021343332-DCZR4W1N48MUYECNHAZG/photo-1514580426463-fd77dc4d0672%2B%2528Medium%2529.jpg Mobile Apps - Forward Thinking Stay ahead of the curve with future-proof, extensible UX design that targets what your audience craves – not just today, but tomorrow. Our mobile app experts have knowledge of the best current technologies and what is coming to help you leverage the latest trends. Let us help you stay in front of the pack. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1567033236205-8Y7XWDA0NNTMN9NZWX97/image-asset.jpg Mobile Apps - High Traffic & High Engagement Hit the mark with customer facing mobile apps that get high user engagement, high ratings and support the high traffic that goes with it. Drive brand recognition and transform your image from static to dynamic with mobile apps that make a difference. Your partner for strategic change and innovation. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1567175875118-7R523P448G6TSBKG76RV/braden-collum-9HI8UJMSdZA-unsplash.jpg Mobile Apps - On-Demand Ready when you are, any time, anywhere. Ramping up for a project takes time, effort and resources. Whether you need one consultant or many, hit the ground running to get your project going fast and get done fast. Our team is your team, working alongside you on your schedule, when you need us, where you need us. https://www.enhanceit.com/collaborative-services daily 0.75 2020-08-04 https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1567021019480-0BY5COAMDXHETP2DAFRX/image-asset.png Collaborative Services - Make Productivity Work For You Microsoft’s suite of applications provides your work force with the tools it needs to take work to the next level. Whether it’s hosting conferences with rich media integration, organizing files and content to share, or providing an avenue to communicate, we have you covered. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1567021027969-D7HWFLZU3IXI2PWDB2EF/image-asset.png Collaborative Services - Collaborate Effectively Knowledge is limited without an effective means to both share and grow it. We provide resources experienced in tailoring product deployments to help your company effectively collaborate to meet your goals and take business to the next level. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1567021042455-XQZF4NCEC9BQPTVWGPWM/image-asset.png Collaborative Services - Communication is Key Improvements in technological developments and the use of computer, internet and mobile technologies to manage the business is growing daily. With employees located at different location within the country or across the world, we provide services to help in communication while in office or traveling, increasing employee satisfaction and accessibility to information. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1568321010055-VY2WR9HLN6PDVXU78K41/image-asset.png Collaborative Services - Keep your data Development of security policies is the key stepping stone in achieving an organization that includes rarely considered gaps such as usage patterns, rights and access for users. We ensure components such as the host intrusion prevention system, internal firewalls and secured access. https://www.enhanceit.com/cyber-security daily 0.75 2019-09-13 https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1567807828084-IGA09P6RZ8TPIP1JGZAG/image-asset.jpg Cyber Security - Ever Evolving With the ongoing advancements in technology and automation, threat adversaries have the ability to deploy large-scale attacks in a variety of ways. Our knowledge of leveraging automation, machine learning, and shared threat intelligence can help your company evolve to continuously combat threats. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1567807779159-5P9PQ1UPG2ENQ8K6ZL9N/image-asset.png Cyber Security - Prepare and Prevent More than ever it is important to stay ahead of threats to your business. Specializing in both defensive and offensive cybersecurity techniques, we can provide your business with the knowledge and tools to prepare and prevent threats at every stage of their lifecycle. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1567807791511-F41CB74LAYUHXF25PNHE/image-asset.png Cyber Security - Protecting from Threats Whether your goal is meeting audit and compliance standards, identifying and validating possible threats and risks, or formalizing a full security strategy, we can provide what you need to ensure your assets are secure. https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1567807848417-IL82G9LGV3LT5XK3D10R/image-asset.jpg Cyber Security - Align your Efforts Many businesses do not know where to begin with the variety of cyber regulations that pose challenges to their operations. With our expertise in implementing widely accepted frameworks like NIST, ISO, CIS and PCI DSS, we can align your efforts to secure your business and make it compliant. https://www.enhanceit.com/careers daily 0.75 2026-03-02 https://www.enhanceit.com/careers/aws-dev-ops-engineer monthly 0.5 2022-02-07 https://www.enhanceit.com/careers/data-scientist monthly 0.5 2022-02-07 https://www.enhanceit.com/careers/m365-engineer monthly 0.5 2022-02-07 https://www.enhanceit.com/careers/sr-android-developer monthly 0.5 2022-02-07 https://www.enhanceit.com/careers/sr-ios-developer monthly 0.5 2022-02-07 https://www.enhanceit.com/careers/cyber-security-consultant monthly 0.5 2022-02-07 https://www.enhanceit.com/careers/big-data-engineer monthly 0.5 2023-09-26 https://www.enhanceit.com/careers/big-data-trainer monthly 0.5 2019-11-11 https://www.enhanceit.com/careers/ios-sme monthly 0.5 2019-11-11 https://www.enhanceit.com/careers/android-sme monthly 0.5 2025-02-25 https://www.enhanceit.com/careers/technical-writer monthly 0.5 2019-11-11 https://www.enhanceit.com/careers/category/Data+Science monthly 0.5 https://www.enhanceit.com/careers/category/Company+Infrastructure monthly 0.5 https://www.enhanceit.com/careers/category/Cyber+Security monthly 0.5 https://www.enhanceit.com/careers/category/Corporate monthly 0.5 https://www.enhanceit.com/careers/category/Internal monthly 0.5 https://www.enhanceit.com/careers/category/Collaborative+Services monthly 0.5 https://www.enhanceit.com/careers/category/Mobile+Apps monthly 0.5 https://www.enhanceit.com/careers/category/Consultants monthly 0.5 https://www.enhanceit.com/careers/category/AWS+%26+Dev+Ops monthly 0.5 https://www.enhanceit.com/careers/tag/Consultants monthly 0.5 https://www.enhanceit.com/icons daily 0.75 2019-08-13 https://www.enhanceit.com/contact-us daily 0.75 2021-12-18 https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1566999941740-H5NU65XCXZM57KYYTYJF/image-asset.png Contact Us https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1567174415548-BC4XKGBHZF2XHX6X7KJ0/Artboard+1.png Contact Us https://www.enhanceit.com/testimonials daily 0.75 2020-08-26 https://www.enhanceit.com/aws daily 0.75 2021-08-04 https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1627681929756-2IAW3VU2YGVW4NPRTODL/aws+copy.png AWS - Make the pioneer of cloud computing work for you AWS is the pioneer of cloud computing. This Platform provides computing, networking, database, storage, IAC, cloud security, and many other cloud based solutions. That’s why Enhance IT provides well structured AWS training classes, embedded with DevOps, where anyone can dedicate their time and efforts to reach their dream job. Some numbers to back it all up? According to The Wall Street Journal, World-wide spending for cloud computing will increase over $100 billion by 2022. While demand rises faster than ever, the necessity of cloud engineers has never been more relevant. As leaders of cloud computing, AWS Engineers will play vital roles inside the companies they work for. EIT has experienced and knowledgeable instructors who provide hands on training on all AWS cloud capabilities. https://www.enhanceit.com/devops daily 0.75 2021-08-04 https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1627682149273-L1R48ONSHCFH7840K3XV/devop.png DevOps - A cross-functional approach to the process that boosts employee morale DevOps is a cross-functional approach to the process. DevOps model is a combination of two distinct parts of the software development process - development and operations (AKA infrastructure management). DevOps benefit business by improving office collaboration and communication. After all, the more employees communicate and work together, the better they work together. This improves employee camaraderie and boosts employee morale, which is why it is one of the most effective team management strategies. Enhance IT provides top DevOps training, integrated with the AWS training program. https://www.enhanceit.com/azure daily 0.75 2021-08-04 https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1627682240588-7WQ7X4ARNQLDXP0B4Y1A/Azure.png Azure - What can Microsoft Azure do for you and your business? Microsoft Azure, commonly referred to as Azure, is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers, and it is also another example of public cloud. As demand for cloud services increases, Azure holds a strong grip on the cloud competition. It also provides great computing, networking, storage, analytics and security services for cloud. As more and more companies move towards multi and hybrid cloud, there couldn’t be a better time to get some hands-on experience on Azure cloud. Enhance IT has several programs where experienced instructors go through Azure services and provide industry standards training. https://www.enhanceit.com/entrance-challenge daily 0.75 2022-01-26 https://images.squarespace-cdn.com/content/v1/5d1bb461967271000165d50e/1643235039756-DC3FX7BESENIHQP2LD8W/unsplash-image-MChSQHxGZrQ.jpg Entrance Challenge https://www.enhanceit.com/eitcareers daily 0.75 2022-02-07 https://www.enhanceit.com/careers-ajm-edit daily 0.75 2022-10-25