Artificial Intelligence and Machine Learning in Cybersecurity

World is an ever changing place. Contemporary world has revealed new notions such as Artificial Intelligence (AI), Machine Learning (ML) and Deep Learning (DL). AL, ML and DL have the capacity of various uses including increasing the potential to increase the efficiency and output in multiple fields. Machine Learning is commonly known in the world of cybersecurity when it comes to general application of Artificial Intelligence. Artificial Intelligence, Machine Learning and Deep Learning share many traits which seem similar and are often confused with one another.
The main purpose and goal of Artificial Intelligence is to develop computer programs having the ability to achieve intelligent functions just as they are carried out by human brains. It cannot be said when the first ever programming idea related to Artificial Intelligence was formulated but it can be traced back to the late 1940s and early 1950s. One significant development in the world of Artificial Intelligence was the creation of LISP or list processing language by John McCarthy in the year of 1957. Then in 2016, Sophia, a programmed humanoid, was introduced to the world. Artificial Intelligence also has some day-to-day occurrences in our daily lives including speech recognition, mapping, finding best possible routes when travelling, smart phones and devices that can perform independently etc.
Machine learning is defined “as the ability (for computers) to learn without being explicitly programmed.” Machine Learning has the capability to learn from large amount of data available using algorithm that are man built to complete tasks and it can also be seen as a data mining since it processes large amount of data. There are two kinds of learnings that fall under Machine Learning; Supervised Learning and Unsupervised Learning. In Supervised Learning, computer is given parameters to equate the data whereas in Unsupervised Learning, computer does that comparison and finds relationship from the data available independently. One of the pioneer of Machine Learning, Arthur Samuel, stated in his 1959 IBM paper that “programming computers to learn from experience should eventually eliminate the need for much of this detailed programming effort.” Machine Learning programs independently improves basing upon old and new data with a little help of humans. Machine Learning helps in designing cybersecurity algorithms that flag the unauthorized and unnecessary access. It also helps in flagging the security risks if there is any breaching or hacking taking place.
Machine Learning shows great commitment in cybersecurity and Artificial Intelligence. Machine Learning has the ability to extend great help when it comes to IT or cybersecurity. Machine Learning can acquire results from the past existing data to recommend the appropriate responses and predictions. It can build profiles of the hackers and how they attempt to breach from previous data breaches. As per Amir Kanaan, as it expands its knowledge, it can start to make proactive recommendations on how to reduce risk. Also, the advantages of Machine Learning in security can help us in areas such as Anti-malware, Dynamic Risk Analysis, and anomaly detection.
According to Rob Sobers, some benefits of Machine Learning include:
Classification: Programs classify data based on predetermined parameters.
Clustering: For data that does not fit preset parameters, Machine Learning group’s data based on their similarities or anomalies.
Recommendations: Programs learn from past choices, inputs and associations to recommend approaches and decisions.
Generative frameworks: Based on past data inputs, programs generate possibilities that can be applied to data that had not encountered those specific inputs before.
Predictions: Programs forecast based on data sets and past outcomes.
Machine Learning can be very beneficial in case of cybersecurity because it can generate an alert when there is a data breach, theft or other attacks that can cause strain financially. Machine Learning also helps in minimizing the workload for security teams, decreases the risks of human error and cater the specific requirements. Although Machine Learning has benefits, it is not entirely invincible. Machine Learning and Artificial Intelligence are becoming an essential part in the world of cybersecurity to run the matters more smoothly and timely. It is still not clear if Machine Learning will complete take over the tasks that require human brain. Complete reliance on Machine Learning and Artificial Intelligence can cause a false sense of safety and security, which is why it is important for both humans and technology to work hand-in-hand to stand against ever powerful cybersecurity threats.







As experts and authors continue to reflect on the advantages of the peace deal, it is important to reflect on the intention of the countries recognizing Israel. The true nature of the peace deal seems to be based off on economic and trade relations, rather than to encourage a two-state solution regarding Israeli-Palestinian conflict. The initial statement issued by the UAE for the peace deal was to obstruct Israel’s plan of annexing the West Bank. However, as proclaimed by the Israeli officials, the UAE statement is invalid. The DAWN news published the reality of the “peace treaty” illusions developed by the UAE, that may cost the Palestinians their land and their rights. As per Turkey and Iran, the anti-Israel states, claim that the former US President Trump influenced the motive of establishing the peace deal, in order to promote US’ Gulf state allies’ bilateral relations. So, when the idea of reforming the methods to resolve the Israel-Palestinian conflict is concerned, the real intentions of the states must be acknowledged. This is because the ideology of a state has a great impact on its politics. If a capitalist country decides to recognise Israel to better trade relations, then the threat to Palestinians is significant. The new approach towards Israel may still put the Arab/Muslim countries in a difficult situation.
A possible analysis of UAE-Israel cybersecurity cooperation clearly indicates Israel’s ability to exploit confidential information of countries top officials with an advanced spyware in use. Israel can easily attain a position where rather than asking the US, it can turn to Saudi Arabia or UAE to make Palestinians accept a deal favourable for Israelis.


United Arab List (UAL) leader Mansour Abbas has proposed collaborating with Netanyahu to resolve the needs of Israel’s 21 per cent Arab minority – a stance opposed by most Arabs, and which forced Abbas’ faction to break from a coalition of Arab parties ahead of the vote. However, it seems unlikely that Mansour Abbas will be added to the Netanyahu led coalition. Netanyahu may provide Abbas some benefits under Socio-economic development and political representation but not a seat in the government. Although Bennett’s right wing Yemina party is yet to decide if he wants to join Netanyahu’s coalition, there is a good chance that it will. What he has said to the press is that he will do what is good for the state of Israel, which indicates that he will go with Netanyahu and extract a high price from him. Since analysts highlight that Bennett is interested to gain the position of Minister of Justice and to implement changes in the ministry of Justice, it is possible that Netanyahu negotiates a position in the ministry of justice for Bennett. Besides, for helping Netanyahu form a government, he may want a rotating prime ministership as well.






A piece of Himalayan glacier in the Indian state of Uttarakhand broke off and fell into a river Sunday, causing flood that have killed at least 20 people so far, while nearly 200 remain missing. The wall of water barreled down a valley in the northern state of Uttarakhand on Sunday morning, destroying bridges, roads and two hydroelectric power plants this is not a small incident, it’s more alarming that the glaciers are melting more rapidly as compare to previous years. Environment protectionists are worried and call it a climate change event and the glaciers are melting due to global warming, however they also warned people to get ready for more disasters.