The aim of this study is to assess the impact of information technology (IT) on university graduates in terms of employment development, which will aid in economic issues. This study uses a descriptive research methodology and a quantitative approach to understand variables. The focus of this study is to ascertain how graduates of Kurdistan regional universities might use IT to secure employment and significantly contribute to the nation's economic revival. The sample size was established by the use of judgmental sampling procedure and consisted of 314 people. The researcher prepared the questionnaire to collect data, and then SPSS statistical software, version 22, and Excel 2010 were used to modify, compile, and tabulate the results. The study's outcome showed that information technology is incredibly inventive, has a promising future, and makes life much easier for everyone. It also proved that a deep academic understanding of information technology and its constituent parts helps graduates of Kurdistan Regional University find suitable careers. More importantly, though, anyone looking for work or a means of support will find great benefit from possessing credentials and understanding of IT. The study's final finding was that information technology has actively advanced the country's economy. Not only is IT helping to boost youth employment, but it is also turning into a worthwhile investment for economic growth.

Classifying Sorani Kurdish subdialects poses a challenge due to the need for publicly available datasets or reliable resources like social media or websites for data collection. We conducted field visits to various cities and villages to address this issue, connecting with native speakers from different age groups, genders, academic backgrounds, and professions. We recorded their voices while engaging in conversations covering diverse topics such as lifestyle, background history, hobbies, interests, vacations, and life lessons. The target area of the research was the Kurdistan Region of Iraq. As a result, we accumulated 29 hours, 16 minutes, and 40 seconds of audio recordings from 107 interviews, constituting an unbalanced dataset encompassing six subdialects. Subsequently, we adapted three deep learning models: ANN, CNN, and RNN-LSTM. We explored various configurations, including different track durations, dataset splitting, and imbalanced dataset handling techniques such as oversampling and undersampling. Two hundred and twenty-five(225) experiments were conducted, and the outcomes were evaluated. The results indicated that the RNN-LSTM outperforms the other methods by achieving an accuracy of 96%. CNN achieved an accuracy of 93%, and ANN 75%. All three models demonstrated improved performance when applied to balanced datasets, primarily when we followed the oversampling approach. Future studies can explore additional future research directions to include other Kurdish dialects.

Joseph Votel discusses tensions in the Middle East and how the Biden administration could respond to a drone attack that killed three U.S. soldiers, on'The Story.' An Iran-backed militant group in Iraq has promised to continue attacks on U.S. troops after three American soldiers were killed by a drone strike in Jordan on Sunday. In a statement released Friday, Harakat al-Nujaba, one of the strongest Iraqi militias, announced that it plans to continue military operations against U.S. forces while allied factions have backed off their attacks after the Biden administration said there will be retaliation. Akram al-Kaabi, the group's leader, called for an end to the Israeli military operations in Gaza and withdrawal of the "American occupation of Iraq," in a statement posted on X. The announcement comes after Kataib Hezbollah, another powerful Iranian-backed Iraqi militia, which is closely monitored by the U.S. government, said on Tuesday that it would "suspend military and security operations against the occupying forces" to avoid embarrassing the Iraqi government.

The U.S. and Iraq held an initial round of formal talks about ending the U.S.-led military mission in the country to fight against the Islamic State. Iraqi Prime Minister Mohammed Shia al-Sudani announced Sunday that he had sponsored "the commencement of the first round of bilateral dialogue between Iraq and the United States of America to end the mission of the Coalition in Iraq," according to a report from The Associated Press. That statement was followed by one from the coalition, which said military officials will assess "the threat of Daesh (IS), operational and environmental requirements and Iraqi Security Force capabilities" and a higher military commission will "work to set the conditions to transition the mission in Iraq," according to the report. U.S. soldiers train at al-Asad air base in western Iraq. While the initial talks come as U.S. forces have been under increased attacks in the region, including a drone attack in Jordan Sunday that killed three U.S. service members and injured 25 more, U.S. officials say that plans to end the mission in Iraq were first discussed last year and that the timing of the talks with Iraq were not related to the increased attacks.

Existing popular video captioning benchmarks and models deal with generic captions devoid of specific person, place or organization named entities. In contrast, news videos present a challenging setting where the caption requires such named entities for meaningful summarization. As such, we propose the task of summarizing news video directly to entity-aware captions. We also release a large-scale dataset, VIEWS (VIdeo NEWS), to support research on this task. Further, we propose a method that augments visual information from videos with context retrieved from external world knowledge to generate entity-aware captions. We demonstrate the effectiveness of our approach on three video captioning models. We also show that our approach generalizes to existing news image captions dataset. With all the extensive experiments and insights, we believe we establish a solid basis for future research on this challenging task.

The elite forces were focused primarily on Islamic State fighters in recent years, but other Islamic militant groups now also move through Iraq's porous borders with Iran and Turkey. The Iraqi government announced early on Tuesday that the drone was launched by Turkey and called on Ankara to halt such attacks. "This aggression constitutes a violation of Iraq's sovereignty, security and territorial integrity," said Maj. Gen. Yahya Rasoul Abdullah, military spokesman for the prime minister, "These repeated attacks are not consistent with the principle of good neighborly relations between countries, and threaten to undermine Iraq's efforts to build good and balanced political, economic, and security relations with its neighbors." Kurdish leaders, whose territory is routinely targeted by Turkey, used angrier rhetoric. "This criminal act is an open trespassing of the border of the Kurdistan Region and of Iraq, and it is part of the conspiracy aimed at disturbing the peace and stability of the Kurdistan Region," said Bafel Talabani, president of the Patriotic Union of Kurdistan, one of the two main political parties in Kurdistan and the dominant one in Sulaymaniyah.

Turkish drone attacks in northern Iraq have killed seven members of the Kurdistan Workers' Party (PKK), authorities said, as the country's foreign minister met the president and prime minister of Iraq's semi-autonomous Kurdistan Regional Government (KRG). "A Turkish army drone struck a PKK vehicle, killing an official and two fighters", the KRG's counterterrorism services said on Thursday. The attack took place in Sidakan district, north of the regional capital Erbil. Later, the counter-terrorism services said that another drone strike in Sidakan had killed four PKK members, including two medical personnel. The PKK has fought a rebellion against Turkey since 1984, and has bases inside KRG territory.

NATO leaders are holding their annual summit as Ukraine looks to the security alliance for support in its attempt to push back invading Russian forces. The Vilnius communique, however, while emphasising NATO's support for Ukraine, gave no clear timetable on when the country might be able to join the alliance, in a major disappointment for Ukrainian President Volodymyr Zelenskyy, who had travelled to the Lithuanian capital. "Ukraine's future is in NATO," the leaders said in the joint statement on Tuesday. "We will be in a position to extend an invitation to Ukraine to join the alliance when allies agree and conditions are met," the declaration said, without specifying the conditions. The communique also touched on the Asia Pacific, with the leaders of Australia, Japan, New Zealand and South Korea all attending as NATO allies. It said China was a challenge to NATO's interests, security and values with its "ambitions and coercive policies" triggering a furious response from Beijing. And it accused Beijing and Moscow of "mutually reinforcing attempts to undercut the rules-based international order". China has said it wants peace in Ukraine, but has not condemned Russia's full scale invasion since it began in February 2022. NATO is a defensive Alliance. It is the unique, essential and indispensable transatlantic forum to consult, coordinate and act on all matters related to our individual and collective security. We reaffirm our iron-clad commitment to defend each other and every inch of Allied territory at all times, protect our one billion citizens, and safeguard our freedom and democracy, in accordance with Article 5 of the Washington Treaty. We will continue to ensure our collective defence from all threats, no matter where they stem from, based on a 360-degree approach, to fulfil NATO's three core tasks of deterrence and defence, crisis prevention and management, and cooperative security. We adhere to international law and to the purposes and principles of the Charter of the United Nations and are committed to upholding the rules-based international order. This Summit marks a milestone in strengthening our Alliance. We look forward to our valuable exchanges with the Heads of State and Government of Australia, Japan, New Zealand, and the Republic of Korea, as well as the President of the European Council and the President of the European Commission at this Summit. We also welcome the engagements with the Foreign Ministers of Georgia and the Republic of Moldova, and with the Deputy Foreign Minister of Bosnia and Herzegovina, as we continue to consult closely on the implementation of NATO's tailored support measures. This is an historic step for Finland and for NATO. For many years, we worked closely as partners; we now stand together as Allies. NATO membership makes Finland safer, and NATO stronger. Every nation has the right to choose its own security arrangements.

Iran has attacked an Iranian-Kurdish opposition group in the Kurdish region of northern Iraq, killing nine people and injuring several others, Kurdish officials said. The missile and drone attacks on Wednesday focused on bases in Koya, some 60km (35 miles) east of Erbil, said Soran Nuri – a member of the Democratic Party of Iranian Kurdistan. The group, known by the acronym KDPI, is a left-wing armed opposition force that is banned in Iran. Iran's state-run IRNA news agency and broadcaster said Iran's Revolutionary Guard Corps ground forces targeted some bases of a separatist group in the north of Iraq with "precision missiles" and a "suicide drone". "This operation will continue with our full determination until the threat is effectively repelled, terrorist groups' bases are dismantled, and the authorities of the Kurdish region assume their obligations and responsibilities," the IRGC said in a statement read on state television. Nine people were killed and 24 wounded, according to Kurdistan Regional Government's health minister, Saman Barazanchi.

Christmas Spirit Foundation executive director Rick Dungey on bringing cheer to military families and how viewers can help. The top U.S. commander for the Middle East said Thursday that the United States will keep the current 2,500 troops in Iraq for the foreseeable future, and he warned that he expects increasing attacks on U.S. and Iraqi personnel by Iranian-backed militias determined to get American forces out. Marine Gen. Frank McKenzie said in an interview with The Associated Press at the Pentagon that despite the shift by U.S. forces to a non-combat role in Iraq, they will still provide air support and other military aid for Iraq's fight against the Islamic State. Noting that Iranian-backed militias want all Western forces out of Iraq, he said an ongoing uptick in violence may continue through December. Gen. McKenzie, commander of the United States Central Command, testifies before the House Armed Services Committee on the conclusion of military operations in Afghanistan and plans for future counterterrorism operations on Wednesday, Sept. 29, 2021, on Capitol Hill in Washington.