This article, based on a critical Chinese post, explores the frustrations of AI enthusiasts regarding current trends in the field. The author argues that many approaches to machine learning, particularly in areas like image and natural language processing, are superficial and focused on quick profits rather than fundamental understanding. The piece criticizes the reliance on complex algorithms without a strong theoretical foundation and the perceived lack of genuine intellectual curiosity.
The author, clearly passionate and perhaps even disillusioned, unleashes a scathing critique of the current state of artificial intelligence. They paint a picture of a field obsessed with quick wins and financial gain, sacrificing fundamental research and a deep understanding of the underlying principles.
The core argument centers around a perceived disconnect between the methods employed and the true nature of the problems being addressed. The author lambastes the use of techniques like "bag-of-words" models in natural language processing, arguing that these approaches fail to grasp the semantic meaning of individual words and instead focus on superficial relationships. Similarly, in image recognition, the criticism targets the lack of attention to the inherent properties of images, the impact of noise, and the underlying mathematical principles governing image formation.
The author's frustration is palpable. They accuse researchers of using complicated algorithms without a proper understanding of the subject matter, essentially reducing the field to a "black box" approach. The analogy of "alchemy" (referring to the practice of "deep learning") further emphasizes the perceived lack of theoretical underpinnings and the focus on empirical results over rigorous investigation.
The author's language is highly critical, questioning the validity of much of current AI research and implying that it is primarily driven by financial incentives rather than genuine intellectual curiosity. This criticism, while forceful, raises important questions about the direction of AI research and the potential pitfalls of prioritizing immediate applications over a solid theoretical foundation.
Ultimately, the piece serves as a stark reminder of the necessity for a more rigorous and fundamental approach to AI research, emphasizing the importance of understanding the underlying principles behind the algorithms. The author’s impassioned critique, while potentially overstated, offers a valuable perspective on the challenges facing the field and the need for a more balanced approach. It is a strong argument for a return to the fundamentals in the pursuit of truly intelligent systems.
Summary: This article explores two contrasting narratives: the heated debate surrounding Professor Gao Zhikai's remarks on the Sino-Indian border dispute, and the economic significance of sports, particularly the American Super Bowl. The first highlights the complex geopolitical landscape and the potential for escalating tensions. The second examines the significant economic impact of a single sporting event, illustrating the interconnectedness of entertainment, commerce, and national economies.
Summary: Jennifer Lopez's 2020 Super Bowl halftime performance, a collaboration with Shakira, was a spectacle of energy, charisma, and undeniable talent. Beyond the dazzling choreography and impressive dance skills, the performance resonated with viewers on a deeper level, showcasing a powerful embodiment of female confidence and beauty.
Summary: This article explores the potential for developing the solar system beyond our current capabilities. While colonization and resource extraction remain largely theoretical, the article delves into imaginative, yet grounded, scenarios for future exploitation. It considers the practical limitations of space travel and resource acquisition, offering a detailed perspective on the challenges and possibilities of lunar, Martian, and asteroid development.
Summary: The Super Bowl, a pinnacle of American television viewership, is more than just a football game. The halftime show, often likened to a global "official stamp of approval" for pop culture icons, is a highly anticipated spectacle. This year, Kendrick Lamar took the stage, but the event also highlighted the complex relationship between celebrity, performance, and public reaction.
Summary: Recent marketing strategies by BYD have resulted in a surge of sales, but a new phenomenon has emerged: a wave of enthusiastic, almost boastful, BYD owners online. This article explores the motivations behind this apparent pride in owning a BYD, delving into the likely demographics and financial circumstances of these buyers. It suggests a complex interplay between affordability, practicality, and a desire for perceived social status, highlighting the often-unseen struggles and aspirations of the middle class.
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Summary: This article explores the current state of artificial intelligence (AI) in light of Ren Zhengfei's assertion that it may be humanity's final technological revolution. It examines the limitations of current AI systems, which rely on rule-based or experiential data, contrasted with the potential of a true AI capable of critical thinking and problem-solving. The article also highlights the transformative impact AI is already having on various industries and daily life.
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