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 ▪ Enormous increase in network traffic in recent years and the resulting  security threats are posing many challenges for detecting malicious  network intrusions 

▪ To address these challenges, Deepcracker based Tensor Knight Cloud Security AI has been implemented  

▪ Brute-force attack consists of an attacker submitting many passwords or passphrases 

▪ Heartbleed attack – scan for vulnerable applications (e.g., OpenSSL), and exploit them to retrieve the memory of the  web server (can include passwords, credit card numbers, private email or social media messages) 

▪ Botnet attack via a group of Internet-connected devices, each of which runs one or more bots. Botnets can be used to  perform Distributed Denial-of-Services (DDoS) attacks, steal data,send spam, and allow the attacker to access the  device and its connection. The owner can control the botnet using command and control (C&C) software 

▪ DoS attack is a cyber-attack in which the perpetrator seeks to make a machine or network resource unavailable to its  intended users by temporarily or indefinitely disrupting services of a host connected to a network 

▪ In a DDoS attack the incoming traffic flooding the victim originates from many different sources. More sophisticated  strategies are required to mitigate against this type of attack, as simply attempting to block a single source is  insufficient because there are multiple sources 

▪ Web attacks – scan a website for vulnerable applications, and conduct SQL injection, command injection, and  unrestricted file upload 

▪ Infiltration of the network from inside attack – a vulnerable application (e.g., PDF Reader) is sent via a malicious email  attachment, and if exploited, it is followed by IP sweep, full port scan, and service enumerations  

▪ Deepcracker deep learning algorithm 

to detect malicious https flows

▪ Horisontal and vertical port scan detector 

▪ Malware control center detector using Deepcracker algorithm

▪ Flow malicious detector 

▪ Data leaks detector 

▪ Evil IP checker using VirusTotal and RiskIQ 

▪ IP information collector 

▪ ARP attacks detector 

▪ STIX format alerts exporter 

▪ Malicious IP blocker