This article critiques the current state of artificial intelligence, focusing on the perceived superficiality and lack of fundamental understanding in many AI applications. The author argues that the current focus on quick profits and superficial techniques, rather than in-depth study, is detrimental to the field's long-term progress. The piece draws parallels between the AI field and other technical disciplines, highlighting the importance of fundamental principles and rigorous research.
The author expresses a deep frustration with the perceived shortcuts and lack of genuine understanding in modern AI, particularly in areas like image and natural language processing. They lambast the reliance on techniques like "bag-of-words" models and the general disregard for the inherent properties of data, arguing that these methods are merely superficial attempts at generating quick results without a true grasp of the underlying principles. The author accuses the field of being a "scam," driven by a pursuit of funding rather than genuine scientific inquiry. This strongly-worded criticism presents a stark contrast to the prevailing optimism surrounding AI.
A Profound Discontent with Current AI Practices
The passionate critique presented in the original Chinese text lays bare a profound discontent with the current state of artificial intelligence. The author paints a picture of a field obsessed with quick profits and superficial techniques, rather than a deep dive into fundamental principles. This sentiment mirrors similar criticisms often voiced by researchers concerned about the lack of rigorous study and the prevalence of "black box" approaches in many current AI applications.
The author's condemnation of "deep learning" as "dog shit" is a forceful expression of a belief that the current focus on complex algorithms without a strong theoretical foundation is fundamentally flawed. They argue that a critical understanding of the data's inherent properties—the nature of images, the meaning of words, the limitations of statistical models—is paramount. The assertion that current AI merely "copies" existing processes without understanding their core principles is a potent critique.
The analogy to "alchemy" or "elixirs" suggests a concern that current AI practice lacks a genuine understanding of the underlying principles of the problems being addressed. The author implies that the practice of "tuning parameters" without understanding the theoretical underpinnings is akin to a futile search for a magical solution.
Beyond the Critique: A Call for Deeper Understanding
While the author's critique is stark and potentially overly critical, it does raise crucial questions about the direction of AI research. The criticism highlights the importance of rigorous study and a commitment to understanding the fundamental principles of the data being analyzed. The author's frustration speaks to the need for a more theoretically grounded approach, one that prioritizes a deep understanding of the subject matter over the pursuit of quick results.
The article's raw emotion underscores the passionate dedication of researchers who feel that the field is deviating from its core principles. While potentially polarizing, this critique serves as a vital reminder that the true advancement of AI requires a commitment to fundamental understanding and a critical eye towards the methods used. Without addressing the concerns raised, the field risks becoming more of a "money-making" enterprise rather than a genuine scientific pursuit.
A bitter public feud between Elon Musk and Donald Trump has escalated, with Trump threatening to end subsidies for Tesla and Musk openly calling for Trump's impeachment. This unprecedented clash has sent Tesla stock plummeting over 14% and raises questions about the potential ramifications for the company, the US economy, and the upcoming political landscape.
Summary: The reformatted Club World Cup brings a fascinating matchup: Lionel Messi's Miami International CF against their former club, Paris Saint-Germain. While Miami boasts Messi's star power, their overall squad is considered relatively weak compared to the formidable PSG, a reigning European champion with a deep and balanced roster. The disparity in financial resources and squad strength suggests a highly improbable victory for the Florida-based club.
League of Legends, a globally popular MOBA, has undergone numerous significant changes throughout its history. This article examines pivotal overhauls, focusing on impactful adjustments to the game's map, champion bans, and itemization. These changes, while not always universally praised, have demonstrably improved the game's balance and player experience, leading to greater enjoyment and fairness.
Summary: This article addresses two seemingly disparate yet intriguing questions posed in Chinese online forums: the potential connection between South America and Africa, and the reasons behind the disparity in development between North and South America. The first question, suggesting a missing scientific link, is refuted by established continental drift theory. The second question, exploring the historical factors leading to North America's economic dominance, delves into the complex interplay of colonialism, indigenous populations, and the often-overlooked role of demographics.
Summary: While China often postures as a challenger to American global dominance, a closer examination reveals a surprising dependence on the United States' continued, albeit weakened, presence on the world stage. This article explores the complex geopolitical calculations driving China's interest in a stable, if not powerful, America, arguing that a complete American collapse might not be in China's best interest.
Summary: Jhin, the enigmatic marksman in League of Legends, is a champion of considerable skill disparity. His potential for devastating burst damage and versatile playstyle make him a formidable force in the hands of a skilled player. However, his low base stats and relatively close range for a marksman make him a high-risk, high-reward pick, requiring a player adept at both close-quarters and ranged combat. This article explores the nuances of Jhin's power, highlighting why he continues to be a potent force in professional and amateur play alike.
Summary: The meteoric rise of Laobubu, a quirky collectible figure from Pop Mart, transcends simple consumerism. This article explores the multifaceted reasons behind its popularity, examining how Laobubu's unconventional design speaks to a desire for self-expression and a shift in contemporary consumer culture. More than just a toy, Laobubu represents a cultural phenomenon, offering valuable insights into the evolving relationship between consumers and creativity.
Summary: The disappearance of Neanderthals, a hominin species closely related to modern humans, remains a fascinating and complex mystery. While the precise cause remains elusive, a compelling theory suggests that a viral infection introduced by migrating Homo sapiens played a crucial role in their demise. This article explores this theory, drawing parallels between the Neanderthal's unique vulnerability to pathogens and the devastating impact of contemporary infectious diseases.