Data Science and Governance

Revolutionizing Realities: how AI’s leap with ChatGPT’s Turing triumph and how new AIs for visual world creation redefine Human Experience

In the latest advancements, artificial intelligence has reached new heights with ChatGPT-4 passing the Turing Test, illustrating AI’s ability to mimic human-like behaviors and decision-making. Concurrently, OpenAI’s Sora has emerged, transforming textual prompts into photorealistic videos, pushing the boundaries of AI’s creative potential. These developments underscore the critical need for ethical frameworks in AI, addressing concerns such as misuse, intellectual property, and the impact on creativity. The rapid evolution of AI technologies like ChatGPT-4 and Sora highlights both the transformative possibilities and the ethical challenges that accompany the blurring of lines between human and machine intelligence.

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Meta-Prompting: Enhancing Language Models with Task-Agnostic Scaffolding

This excerpt introduces meta-prompting, a novel scaffolding technique to enhance language models by enabling them to function as both orchestrators and specialists. It leverages high-level directives for decomposing complex tasks into simpler subtasks, tackled by expert instances of the same model under specific instructions. This method transforms a single language model into a multi-functional entity, capable of conducting integrated, expert-level analyses and generating refined outcomes. Meta-prompting’s task-agnostic framework simplifies user interactions and incorporates external tools like Python interpreters, significantly improving task performance. Research with GPT-4 demonstrates its effectiveness, showing a marked performance improvement over traditional prompting methods.

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Gemini outperforms ChatGPT 4. Another step ahead versus the Artificial General Intelligence

Gemini, the new AI model from Google, was developed using Jax and TPUs, with its architecture showing similarities to DeepMind’s Flamigo, featuring separate text and vision encoders. Gemini Pro’s performance is on par with GPT-3.5, while Gemini Ultra outperforms GPT-4, marking a significant advancement in AI capabilities. The introduction of Nano-1 and Nano-2, designed for on-device operation, adds an intriguing dimension to Gemini’s versatility and potential applications.

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A Topic Modeling System to categorize large volumes of scientific research

In the pharmaceutical and heatlh industry, research and development (R&D) is a pivotal area where innovation drives progress. One of the challenges in R&D is the efficient analysis and interpretation of vast amounts of unstructured data, such as research papers, patents, and lab reports. Topic modeling, a machine learning technique, can be leveraged to unearth hidden themes in such textual data, providing valuable insights for chemical compound research.

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Fairness, Transparency, and Accountability (FTA) in navigating Ethical Quagmires in AI Chatbot Governance

As AI chatbots advance towards human-like interactions, the urgency for robust ethical frameworks intensifies, exposing the inadequacies of current governance mechanisms. The concept of AI constitutions, while pioneering, remains aspirational, with existing guidelines lacking the comprehensiveness to mitigate potential abuses effectively. The reliance on Reinforcement Learning by Human Feedback (RLHF) is fundamentally flawed, failing to offer a nuanced ethical compass or transparency in decision-making. Furthermore, the so-called AI guardrails demonstrate vulnerability, easily bypassed by trivial manipulations. This scenario underscores the critical need for a dynamic, interdisciplinary approach to AI governance, incorporating diverse perspectives beyond the technological realm to navigate the ethical complexities inherent in AI development and deployment.

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Speaker at “Strategy Day Cybersecurity” – 28/09/2023 Zurich, Switzerland

In today’s digital landscape, generative AI, including tools like ChatGPT, presents both opportunities and threats to cybersecurity. Cybercriminals can misuse AI chatbots for sophisticated phishing and social engineering attacks, tricking users into divulging sensitive information. This speech explores how AI amplifies cyber risks, the dangers of fake support chatbots, and practical steps for IT professionals to strengthen security measures. By understanding these new threats, we can better protect systems, data, and users from the dark side of AI-driven cyber threats.

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Unveiling the intricacies of Hashtag Sense Clustering Based on Temporal Similarity for a marketing campaign of a big coffee Company

In the ever-evolving world of social media, hashtags have become a cornerstone in shaping digital conversations. They are not just mere labels but are pivotal in categorizing and identifying the pulse of social narratives. However, with this utility comes a challenge: the dynamic and polysemous nature of hashtags. This complexity is where the innovative approach of “Hashtag Sense Clustering Based on Temporal Similarity” comes into play. The challenges of hashtags in Twitter (X) Traditionally, hashtags have been used as simple markers to categorize posts or as symbols of community affiliation. But their usage varies greatly, often leading to ambiguity. The same hashtag can represent different topics at different times, and conversely, various hashtags can denote the same subject. This polymorphic nature, coupled…

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Exploring Skill Biased Technological Change, Routinization, and the Impact of AI on the Job Market

The exploration of Skill Biased Technological Change (SBTC) and Routinization in the context of artificial intelligence (AI) reveals a nuanced impact on the job market. SBTC highlights the increasing demand for high-skilled labor as technology advances, while Routinization underlines the susceptibility of routine tasks to automation, potentially displacing jobs. However, AI also fosters new opportunities, necessitating skills that complement technological capabilities, such as data analysis, creativity, and complex problem-solving.

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