This article critiques the current state of artificial intelligence, particularly deep learning, arguing that it prioritizes quick profit over genuine understanding. The author contends that the focus on shortcuts and superficial methods, neglecting fundamental principles, ultimately leads to a flawed and potentially fraudulent field. The article draws parallels to other fields, like robotics and automation, highlighting the perceived lack of genuine scientific rigor.
The author's passionate, albeit scathing, critique of current AI trends paints a picture of a field prioritizing expediency over fundamental understanding. The article, while provocative, raises important questions about the direction of AI research and development. The author's frustration stems from a perceived disconnect between the current practices in AI and the genuine pursuit of knowledge about the underlying principles of image recognition, natural language processing, and other core AI tasks.
The author's argument centers on the belief that current AI methods, particularly those using deep learning, are fundamentally flawed. They are presented as shortcuts that avoid delving into the inherent properties of data, such as images and language. The author accuses researchers of using complex, opaque techniques to secure funding rather than focusing on the fundamental underlying principles. The analogy to "alchemy" or "charlatanism" highlights this perceived lack of scientific rigor.
The author asserts that the current practices in image recognition, for example, fail to address the fundamental properties of images, such as the nature of edges, the impact of noise, and the inherent limitations of data reconstruction. Similarly, in natural language processing, the focus is placed on statistical correlations between words rather than understanding the true meaning and context behind them. The author dismisses methods like "bag-of-words" models as superficial and lacking in true understanding.
The author's critique extends to the broader field of AI, suggesting that the entire industry is built on a shaky foundation of probability and statistics. This is presented as a house of cards, built on superficial understanding rather than robust scientific principles. The author's language is highly critical and suggests a strong feeling of disillusionment with the current state of AI research.
The article concludes with a strong condemnation of the current trends, arguing that the pursuit of quick profits and superficial methods has prioritized expediency over genuine scientific inquiry. This, the author argues, could ultimately hinder the true development and understanding of artificial intelligence.
While the author's perspective is highly critical, it does force a necessary discussion about the ethical and scientific responsibilities of AI research. The questions raised by this critique need to be addressed by the AI community to ensure that the field progresses in a way that is both scientifically sound and ethically responsible. The article effectively highlights a crucial point: the need for a deeper, more fundamental approach to AI research to avoid the pitfalls of superficial methods and the potential for misdirection.
Summary: Metok County, nestled in the southern foothills of the Himalayas, stands in stark contrast to other areas of "southern Tibet" (claimed by China but largely controlled by India). This article explores the unique factors contributing to China's effective control over Metok, despite its location south of the Himalayan crest, examining the historical context, geographical constraints, and geopolitical considerations that differentiate it from other disputed territories along the Sino-Indian border.
Summary: The popularity of LABUBU, a new, adorable character from Pop Mart, has spurred a novel rental service. Users are now renting out LABUBU figurines on platforms like Xianyu, a Chinese equivalent of eBay, for events and social media purposes. This trend reveals a shift in consumer behavior, where the desire to experience a popular collectible outweighs the commitment of a costly purchase. The article explores the motivations behind this rental phenomenon and the potential business opportunities it presents.
Summary: While chili peppers originated in Central America, Asia, particularly India, consumes them far more heavily than South America. This article explores the reasons behind this disparity, delving into factors like historical agricultural practices, cultural preferences, and the relative isolation of certain South American populations, contrasting it with the more connected and populous environments of Asia.
Summary: This article examines the potential consequences for the Alawite community in Syria should President Bashar al-Assad lose power. Drawing on the author's observations from the early days of the Syrian civil war, the analysis argues that the Alawite community faces a high risk of persecution and violence should Assad's regime collapse. The author's claims are based on historical patterns of sectarian conflict and reported instances of violence against Alawites during the early stages of the conflict, gleaned from online forums and discussions.
Summary: The Chinese housing market is experiencing unprecedented turmoil, with major developers facing financial struggles. This has led to a significant segment of the population expressing a desire to disengage from the market, prioritizing emotional well-being over investment. This article explores the complex factors behind this shift in attitude, examining the underlying economic realities, the perceived exploitation by developers, and the rise of alternative forms of emotional fulfillment.
Summary: Artificial intelligence, once a futuristic concept, is now deeply integrated into our daily lives, particularly in e-commerce. Recent advancements, driven by both academic research and industry innovation, are pushing the boundaries of what AI can achieve. This article examines the current state of AI development, highlighting key trends like the integration of large language models, industry-led research, and the surge in generative AI investment. It also contemplates the future trajectory of AI, considering its potential impact on various sectors.
Summary: The US Senate's procedural vote to advance the "One Big Beautiful Bill Act," a sweeping legislative proposal, has ignited a firestorm, particularly with Elon Musk publicly threatening to form a new political party. This article examines the potential implications of this controversial bill and explores whether the crypto market might benefit from the ensuing political upheaval.
Summary: Recent events in Japan, from the distribution of anti-China and anti-Korea materials to controversial statements regarding historical events like the Nanjing Massacre, highlight a concerning trend: a significant rightward shift in Japanese public discourse. This shift, fueled by a perceived fatigue with self-criticism and a renewed search for nationalistic pride, is exemplified by the proliferation of pro-Japanese sentiment and outright denial of historical atrocities on online platforms. The implications of this trend, both domestically and internationally, warrant careful consideration.