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How Does Machine Learning Work?   According to UC Berkeley   the learning system of a machine learning algorithm can be divided into three main components:   1. Decision Process: Machine learning algorithms are designed to make predictions or classifications. Given some input data, which can be either labeled or unlabeled, the algorithm generates an estimate based on patterns it identifies in the data.   2. Error Function: This function evaluates the model's predictions. If there are known examples, the error function compares the model's output to these examples to determine the accuracy of the predictions.   3. Model Optimization Process: To improve the model's fit to the training data, weights are adjusted to minimize the difference between the actual examples and the model's predictions. The algorithm continuously performs this iterative "evaluate and optimize" process, autonomously updating weights until it achieves a desired leve

Digital currency is a type of currency that is available only in digital or electronic form, not in physical form like paper money or coins. It can be used for transactions over the internet and in digital spaces. Here are some key points about digital currency: this is an imaginary image of a bitcoin blockchain system Forms of Digital Currency: Cryptocurrencies: Decentralized digital currencies that use cryptography for security (e.g., Bitcoin, Ethereum). Central Bank Digital Currencies (CBDCs): Digital currencies issued by a central bank, representing a country's official currency in digital form. Virtual Currencies: Digital currencies used within specific virtual communities or online gaming environments. Electronic Money (e-money): Digital equivalents of physical cash stored on electronic devices or systems. Characteristics: Decentralization: Many digital currencies, especially cryptocurrencies, operate

In the past 24 hours, the intensified military actions by Israel on central Gaza have resulted in the deaths of at least 54 Palestinians. This area, home to hundreds of thousands of displaced individuals, is now facing dire humanitarian conditions, with many people reportedly "drowning" in sewage due to the ongoing conflict.   Saudi Arabia has condemned these continuous attacks, labeling them as “part of a series of repeated violations by the Israeli war machine against defenseless civilians.” The situation has further escalated with the killing of a senior commander of a Hamas-allied armed group in Lebanon, targeted by an Israeli air strike, heightening fears of a broader conflict in the Middle East.   The overall impact of Israel’s war on Gaza has been devastating, with at least 38,848 people killed and 89,459 wounded. Additionally, the death toll in Israel from the Hamas-led attacks on October 7 stands at approximately 1,139, with dozens of individ

NEW YORK (AP) — U.S. Senator Bob Menendez was found guilty on all charges on Tuesday in a comprehensive corruption trial. He was accused of accepting bribes in the form of gold and cash from three businessmen based in New Jersey and of acting as an agent for the Egyptian government. After deliberating for parts of three days, a jury in Manhattan concluded that the Democrat was guilty of 16 crimes. These crimes included bribery, extortion, honest services fraud, obstruction of justice, and conspiracy. Prosecutors argued that Menendez misused the power of his office to shield allies from criminal investigations and to financially benefit his associates, including his wife. His corrupt activities included meeting with Egyptian intelligence officials and adopting a more lenient stance toward Egypt, thereby facilitating the country's access to millions of dollars in U.S. military aid. During the reading of the verdict, the 70-year-old senator occasionally looked toward the jury and app

Miranda Lambert has found a co-songwriter in her husband, Brendan McLoughlin. The former NYC policeman, 32, seems to be tracing his path from cop to country music by collaborating with his Grammy Award-winning country singer wife on her song "D*mmit Randy." According to an insider from In Touch Weekly, McLoughlin could potentially earn a substantial payout if the song becomes as popular as many of Miranda Lambert's hits typically do.   "Brendan had ideas for songs before, but Miranda finally invited him in as a full songwriting partner," the insider revealed in an article published on Tuesday, July 16. "If the song makes it to No. 1, as most of Miranda’s songs do, Brendan could pocket $200,000 or more in royalties!" The source further explained that Brendan, being too young to retire and live solely off Miranda’s earnings, is eager to establish his own career. "He wants a career too," the tipster added.   Miranda Lambert debuted

The USA overcame a spirited effort from Australia for a 98-92 victory in a pre-Olympic exhibition match in Abu Dhabi on Monday. Patty Mills hit a three-pointer from the left wing, pulling the Boomers within six at 86-80 during a 0-for-7 shooting slump for Team USA. However, after Australia missed a three-pointer and two close-range attempts to narrow the gap further, Tyrese Haliburton sank back-to-back corner threes, extending the lead to 92-80 and effectively sealing the win. Jock Landale was a standout for Australia, finishing with 20 points and seven offensive rebounds. With USA coach Steve Kerr adjusting the starting lineup at halftime, Australia remained competitive well into the second half, scoring consistently in the paint but struggling to contain Team USA’s big men. Anthony Davis contributed 17 points and seven rebounds, helping the US to overcome a sluggish second half. The Americans dealt with self-inflicted wounds, including empty possessions and 18 turnovers, mirroring th

Hollywood actor and former wrestling icon John Cena has praised Bollywood superstar Shah Rukh Khan, stating that the iconic actor has had a positive impact on his life. Cena shared a photo of the two together on his Instagram, taken during the wedding of Mukesh Ambani’s son.   In his post, Cena expressed his gratitude to the Ambani family for hosting such a memorable event and mentioned how he had the opportunity to meet many friends during his trip to India. The post resonated with fans, showcasing the bond between the two stars.   Shah Rukh Khan, often referred to as "King Khan," is renowned not just in Bollywood but worldwide. His influence on John Cena reflects the far-reaching impact of his work and personality. https://www.highrevenuenetwork.com/suudvy57y?key=b8c83c24b901e20391012cc8401f3c1a   The meeting between Cena and Khan was a highlight of the grand wedding, which also saw the presence of numerous Hollywood and Bollywood celebrities. Cena

Actors are also being cast in roles such as Mary Magdalene and King Herod for a highly anticipated eight-part TV docudrama about Christian history, currently being filmed in Morocco.   check out the video At least five Israeli actors will feature in Martin Scorsese's upcoming series, which focuses on significant figures in Christian history, according to recent reports.   Titled “Martin Scorsese Presents: The Saints,” this eight-part miniseries is hosted, narrated, and produced by the acclaimed American director. It will reportedly include performances by Israelis Adva Levy, Dar Zuzovsky, Ariel Yagen, Ido Katzir, and Amitai Kedar.   The Kan public broadcaster announced on Wednesday that 29-year-old Tel Aviv native Adva Levy had joined the cast. The involvement of the other four actors has been reported by various media outlets over the past week. The project, first announced in March, will debut its first four episodes on the Fox Nation streaming service on No

The NBA 2K25 Summer League officially began on Friday in Las Vegas, featuring seven exciting matchups.   Bronny James took the court with the Los Angeles Lakers, while NCAA tournament standout DJ Burns played for the Cleveland Cavaliers. Additionally, top NBA draft picks Zaccharie Risacher and Alex Sarr faced off in their much-anticipated debuts.   Here’s a breakdown of their performances, reactions, and the night's outcomes.   **Day 1 Scores**   - Orlando Magic 106, Cleveland Cavaliers 79 - Minnesota Timberwolves 81, New Orleans Pelicans 74 - Memphis Grizzlies 103, Sacramento Kings 83 - Houston Rockets 99, Los Angeles Lakers 80 - Brooklyn Nets 97, Indiana Pacers 95 - Washington Wizards 94, Atlanta Hawks 88 - Los Angeles Clippers 88, Denver Nuggets 78   **Bronny James**   Bronny James displayed more offensive assertiveness against the Houston Rockets, following his limited shot attempts in his first two summer league games. However,

According to NATO diplomats, Russia is believed to be behind a foiled plot to assassinate the head of Europe’s largest ammunition manufacturer due to his company's support for Ukraine. The alleged conspiracy targeted Armin Papperger, the chief executive of Rheinmetall, a Düsseldorf-based defense company, and is viewed as part of Russia's broader sabotage and hybrid attack campaign against European NATO states. This information was first reported by CNN. A person familiar with Papperger's security measures indicated that the level of protection around him was “at the highest level,” comparable to that of German Chancellor Olaf Scholz. Although a spokesperson for Scholz declined to comment, Papperger told the Financial Times that Berlin had established a “great level of security around my person.”   Papperger could not confirm specific details of the plot but expressed belief in the accuracy of the CNN report, which stated that US intelligence uncovered the effort and a

Following the British Grand Prix, Charles Leclerc, who is currently driving for Scuderia Ferrari in Formula 1, revealed his choice for an actor to portray him in a potential biopic during an interview with A Kids’ Guide to F1. Leclerc's selection? Timothée Chalamet, who is renowned for his acting prowess and widespread popularity. This announcement ignited a range of reactions among fans, with some supporting Chalamet's suitability due to his profile as an American-French actor, which aligns well with Leclerc's Monégasque heritage and fluency in French. Leclerc, who joined Ferrari in 2019, gained significant attention with his victory at the 2024 Monaco Grand Prix and enjoys considerable support from fans. However, he acknowledges that there are no concrete plans for a film about his life and career at this time. Despite Leclerc's impressive achievements in motorsport, including his past victories in GP3 and the Formula 2 championship, opinions varied on the feasibili

According to a recent research article published in the *Journal of Cachexia, Sarcopenia and Muscle*, Chinese researchers have discovered that aerobic exercise effectively reverses the decline in endurance capacity and mitigates muscle atrophy in aged mice.   Aging adversely affects tissue repair, particularly in skeletal muscles, where the regenerative capacity of muscle stem cells (MuSCs) diminishes over time. Although it is well-known that aerobic exercise can attenuate skeletal muscle atrophy, its specific impact on the regenerative and repair capacity of MuSCs had remained unclear. To investigate this, researchers from South China Normal University subjected mice to moderate-intensity continuous training (MICT) from either nine months to 25 months or 20 months to 25 months. They then evaluated the effects of aerobic exercise on MuSCs function and muscle regeneration.   The study's findings revealed that MICT initiated at both nine and 20 months led to a significant i

Sequels have evolved from mere afterthoughts to cinematic powerhouses, shaping Hollywood's landscape since the 1980s. What began as formulaic endeavors with limited budgets and few returning cast members has transformed into a studio's tentpole event.   This shift didn't happen overnight, and not every sequel was a hit. But as we look at today's film industry, franchises dominate, and sequels often rake in the highest global box office numbers, for better or worse.   Crafting a successful sequel, especially when the original is beloved, is no small feat. The challenge becomes even greater when the original is already a masterpiece.   This summer, like every summer, is packed with highly anticipated sequels such as "Kingdom of the Planet of the Apes," "Furiosa: A Mad Max Saga," and many more. To kick off the season, we're taking a look back at the best sequels of the past 20 years that managed to surpass their predecessors and ele

In a bold and unprecedented move, Iran has imposed sanctions on 11 U.S. officials, accusing them of systematic human rights violations during the recent crackdown on pro-Palestinian protests. This significant action by Iran marks a notable escalation in the already tense relations between the two nations. The Iranian government’s decision to target these American officials reflects its growing frustration and determination to respond to what it perceives as unjust actions by the United States. full video link https://youtu.be/e9zB1Q0M3_M The move comes at a time when the U.S. continues to impose crippling sanctions on Iran, primarily over its controversial nuclear program and military activities in the region. These U.S. sanctions have had a profound impact on the Iranian economy, exacerbating economic hardships and limiting the country's ability to engage in international trade. In retaliation, Iran's decision to sanction U.S. officials is seen as an effort to push back aga

The United States is working to diversify its supply chain for critical minerals and lessen its reliance on China by forming partnerships with Central Asian republics, despite expecting several challenges. Notably, China's export restrictions on gallium and germanium and its substantial economic clout in the area are causing apprehension. To ensure a stable supply of essential minerals, the U.S. is developing a new strategy that might include providing technology and launching key projects to bolster its influence in the region. The United States is actively pursuing a strategy to diversify its supply chain for critical minerals by forming strategic partnerships with the Central Asian republics. This initiative aims to reduce its heavy reliance on China, which currently holds a dominant position in the global supply of these essential materials. Over the past few years, China has significantly increased its economic influence in Central Asia, creating a formidable challenge fo

 A tragic incident occurred at a religious gathering in northern India, where a stampede led to the deaths of at least 116 people and left dozens injured. Women and children were reported to be among the dead.   The stampede took place at a makeshift tent where thousands had gathered to hear Hindu leader Bhole Baba. According to local media, the chaos erupted as attendees rushed to exit the tent following the event. Authorities suggested that heat and suffocation inside the crowded space might have triggered the sudden stampede. Video footage from the aftermath showed the tent structure had collapsed, further contributing to the mayhem. Rajesh Singh, a local police officer, indicated that overcrowding was likely a significant factor in the tragedy. The event, held in a village in the Hathras district, had an estimated attendance of over 15,000 people, despite only having permission to host around 5,000.   Bodies were transported to hospitals and morgues using truck

 July has arrived, bringing with it a slew of eagerly awaited movies hitting theaters. The lineup includes the comedy "Bad Newz" starring Vicky Kaushal, Triptii Dimri, and Ammy Virk; the action film "Kill," led by Raghav Juyal and Lakshya, produced by Karan Johar, and generating buzz from film festivals; and Akshay Kumar's "Sarfira." "Kill," an action-packed genre film featuring Raghav Juyal, Lakshya, Tanya Maniktala, and more, is directed by Nikhil Nagesh Bhatt and produced by Karan Johar. Premiering at the Toronto International Film Festival (TIFF), the movie depicts a fierce battle between commanders and bandits on a train journey.   Frequent collaborators Ajay Devgn and Tabu reunite for "Auron Mein Kahan Dum Tha," a romantic drama spanning from 2002 to 2023, directed by Neeraj Pandey and also starring Shantanu Maheshwari and Jimmy Shergill.   Produced by Luv Ranjan, "Wild Wild Punjab" tells the story

 In New Delhi, on Sunday, significant developments unfolded as India and Qatar engaged in a comprehensive review of their bilateral relations. This evaluation transpired during a pivotal meeting between India's External Affairs Minister, Dr S Jaishankar, and Qatar's Prime Minister and Foreign Minister, Sheikh Mohammed bin Abdulrahman bin Jassim Al Thani. Dr Jaishankar, speaking from Doha, expressed his pleasure at meeting with Qatar's leadership, conveying Prime Minister Narendra Modi's warm regards to both the Prime Minister and the Emir. The discussions encompassed a wide array of bilateral dimensions, encompassing political ties, trade and investment cooperation, energy collaboration, technological exchange, cultural engagements, and people-to-people interactions. Notably, the dialogue extended to regional and global issues, with a specific focus on the current situation in Gaza, underscoring the shared concerns and perspectives of both nations on critical internatio

In a detailed statement published by the state news agency SPA, the Ministry of Foreign Affairs of Saudi Arabia reiterated the Kingdom's firm stance against what it characterized as continual Israeli transgressions of international law and resolutions of international legitimacy. The ministry underscored its condemnation of Israel's recent decision to expand settlements in the West Bank, emphasizing the serious repercussions of such actions.   The statement highlighted that these violations not only contravene established international norms but also jeopardize the prospects for achieving lasting peace in the region. Saudi Arabia expressed deep concern that these unilateral measures by Israel would exacerbate tensions, escalate conflicts, and destabilize both regional and global security and stability.   Furthermore, the ministry emphasized the detrimental impact of such provocative acts on the efforts aimed at fostering dialogue and negotiation for a sustainabl

 On June 28, the Government announced that Deputy National Security Advisor Vikram Misri would assume the role of Foreign Secretary starting July 15. This appointment marks a significant transition in India's diplomatic leadership, as Mr. Misri prepares to succeed current Foreign Secretary Vinay Mohan Kwatra.   Vikram Misri, an experienced diplomat and a former Indian ambassador to China, brings a wealth of expertise in international relations, particularly in navigating complex India-China dynamics. His tenure as Deputy National Security Advisor has equipped him with strategic insights crucial for steering India's foreign policy agenda.   The Personnel Ministry formally declared Mr. Misri's appointment, stating, “Appointment of Vikram Misri, IFS (1989), Deputy National Security Advisor in the National Security Council Secretariat to the post of Foreign Secretary w.e.f. 15th July 2024 vice Shri Vinay Kwatra.” This announcement underscores the government&