Higher Intelligence

Higher Intelligence

By Dr. JC BonillaBusinessTechnologyEducation
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Higher Intelligence episodes

  • From SQL to AI: Transforming Your Technical Team for the Future

    In this insightful episode of Generation AI, hosts Ardis Kadiu and Dr. JC Bonilla dive deep into the practical steps for organizations to become AI-ready. They discuss the importance of transforming data into knowledge bases using vector databases and the role of cloud infrastructure in this process. The conversation also touches on the skills and mindset required for technical teams to adapt to AI, emphasizing the significance of AI literacy over technical know-how. Ardis and JC provide valuable advice on selecting the right AI use cases for a proof of concept and the key considerations for choosing an AI infrastructure such as security, bias, and team readiness.

    Introduction

    • Ardis and JC catch up and discuss VaynerMedia's recent award and upcoming Engage conference

    AI Readiness: Transforming Data into Knowledge Bases

    • Types of data: structured, semi-structured, and unstructured
    • Vector databases and semantic databases for storing and retrieving AI-ready data
    • Transforming data into embeddings using AI models

    Choosing the Right AI Infrastructure

    • Cloud infrastructure options: Google, AWS, Microsoft
    • Open-source alternatives: WeV8 for vector databases
    • Considerations for selecting an AI infrastructure

    Building AI Assistants and Conversational Interfaces

    • White-label chatbot frameworks and APIs
    • Open-source libraries for building AI assistants: Langchain and LAMA index
    • Productizing AI assistants and focusing on defining behavior rather than mechanics

    Transforming Your Technical Team for AI

    • Assessing core competencies and deciding between building in-house or outsourcing
    • The importance of AI literacy over technical know-how
    • Fostering a hunger for growth and evolution among technical team members

    Launching Your First AI Proof of Concept

    • Defining a narrow, focused use case that solves a gap or automates a repeatable process
    • Example use cases for higher education: admissions rubrics, IT helpdesk knowledge bases, semantic search for course descriptions
    • Key ingredients for a successful AI proof of concept

    Conclusion

    • Recap of the AI readiness playbook
    • The importance of addressing data security and AI bias (to be discussed in a future episode)


    - - - -

    Connect With Our Co-Host:
    Dr. JC Bonilla
    https://www.linkedin.com/in/jcbonilla/

    About The Enrollify Podcast Network:
    Higher Intelligence is a part of the Enrollify Podcast Network. If you like this podcast, chances are you’ll like other Enrollify shows too!

    Enrollify is made possible by Element451. Learn more at element451.com.


    Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

    41 min
  • The Evolution of Dashboards: From Static to AI-Powered Insights

    In this episode of Generation AI, hosts Ardis Kadiu and Dr. JC Bonilla dive into the evolution of dashboards and how AI is transforming the way higher education leaders interact with and derive insights from data. They explore the limitations of traditional dashboards and discuss how generative AI is empowering users to ask questions in natural language, receive personalized insights, and make data-driven decisions. The episode highlights the importance of data trust, the role of AI in anomaly detection, and the potential for AI-powered dashboards to provide predictive and proactive insights. Listeners will gain a deeper understanding of how AI is revolutionizing business intelligence in higher education and why it matters for leaders looking to navigate the future of data-driven decision-making.

    The Evolution of Dashboards

    • Dashboards have evolved from static decision support systems (DSS) in the 1960s to modern business intelligence (BI) tools.
    • Traditional dashboards require significant work, suffer from adoption issues, and often lack stickiness.
    • The profession of reporting and the art of dashboarding are still developing in higher education.

    Components of Dashboards in Higher Education

    • Data sources (SIS, CRMs, Excel spreadsheets) and visualization layers (Tableau, Power BI, Google Looker) are key components.
    • Higher education institutions often lack dedicated professionals to balance data sources and visualization.
    • Data silos and the need for data warehousing or data lakes remain challenges for many institutions.

    The Role of Semantic Search and AI in Dashboards

    • Semantic search allows users to query data sources using natural language, making dashboards more accessible.
    • AI presents opportunities for more dynamic data sources, narratives, and personalized KPIs.
    • Generative AI can automatically create and update visualizations based on user queries and data patterns.

    Anomaly Detection and Enhanced Understanding with AI

    • AI-powered dashboards can detect both positive and negative anomalies, providing proactive notifications.
    • Multimodal models and conversational chatbots can enhance understanding by interpreting visuals and providing context.
    • AI can be trained to perform sentiment analysis, benchmarking, and predictive analytics on dashboard data.

    Personalization and the Future of AI-Powered Dashboards

    • AI enables personalized insights based on user roles, data access, and cognitive preferences.
    • The future of dashboards may eliminate the need for static visualizations, focusing on natural language queries and AI-generated insights.
    • AI-powered dashboards will offer real-time customization, prediction, enhancement, notifications, and adaptive features to empower data-driven decision-making in higher education.


    - - - -

    Connect With Our Co-Host:
    Dr. JC Bonilla
    https://www.linkedin.com/in/jcbonilla/

    About The Enrollify Podcast Network:
    Higher Intelligence is a part of the Enrollify Podcast Network. If you like this podcast, chances are you’ll like other Enrollify shows too!

    Enrollify is made possible by Element451. Learn more at element451.com.


    Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

    42 min
  • Beyond the Hype: A Deep Dive into the Inner Workings of Conversational AI Chatbots

    On this episode of Generation AI, we take a deep dive into the world of conversational AI chatbots and their transformative impact on higher education. The discussion traces the evolution of chatbots from simple, rule-based systems to the sophisticated, AI-powered agents of today. Ardis breaks down the inner workings of modern chatbots, explaining concepts like retrieval augmented generation (RAG), multilingual capabilities, and the integration of AI with institutional databases and APIs. We also explore the future of AI assistants, envisioning goal-oriented, autonomous agents that can personalize the student experience and boost productivity. Packed with expert insights and real-world examples, this episode is a must-listen for any higher ed professional looking to harness the power of AI for student engagement, support, and success.

    The Evolution of Chatbots in Higher Education

    • From live chat to rule-based systems to AI-powered agents
    • The limitations of early chatbots and the breakthrough of GPT-4 and Claude
    • Real-world impact: Klarna's success story with OpenAI chatbot

    How Modern AI Chatbots Work

    • The role of large language models (LLMs) as the "brain" of chatbots
    • Retrieval augmented generation (RAG) and the importance of knowledge bases
    • Semantic search, vector databases, and the encoding of domain knowledge
    • Multilinguality in chatbots: Understanding and generating responses across languages

    AI Assistants: Beyond Question Answering

    • Integrating chatbots with institutional APIs and databases for personalized responses
    • The concept of "agents" or "skills" - teaching chatbots to perform specific tasks
    • Permission levels and fail-safe mechanisms in AI assistants
    • Consistency and information fidelity in AI-generated responses

    The Future of AI in Higher Education

    • Goal-oriented AI assistants for marketing, student support, and academic advising
    • Personalized student journeys and "nudges" powered by AI
    • The importance of strategic planning and informed decision-making in AI adoption
    • Balancing the build vs. buy decision and ensuring seamless integration with existing systems

    Key Takeaways for Higher Ed Leaders

    • Identifying repetitive tasks and processes that can be automated with AI
    • Evaluating chatbot solutions based on their knowledge bases, skills, and integration capabilities
    • Empowering AI assistants to deliver personalized, engaging student experiences at scale
    • Staying informed about the latest developments in AI and their implications for higher education


    - - - -

    Connect With Our Co-Host:
    Dr. JC Bonilla
    https://www.linkedin.com/in/jcbonilla/

    About The Enrollify Podcast Network:
    Higher Intelligence is a part of the Enrollify Podcast Network. If you like this podcast, chances are you’ll like other Enrollify shows too!

    Enrollify is made possible by Element451. Learn more at element451.com.


    Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

    55 min
  • Google's Image AI Bias, Stable Diffusion 3, New video models, LLMs (Llama3, Gemma, Mistral)

    This episode of Generation AI dives into the latest AI developments, focusing on the competition between large language models like Gemma, Mistral, and Meta's Llama 3. It explores advancements in video and image AI, highlighting Stable Diffusion 3, Alibaba's EMO model, and Pika Labs' lip sync feature. The main discussion centers on the controversy surrounding Google's image-generation tool, examining the cultural and ethical implications of AI-generated content. The episode provides insights into the rapid evolution of AI technology and its impact on society and higher education.

    Battle of the LLMs
    • Overview of Large Language Models (LLMs): The discussion starts with the latest developments in LLMs, focusing on open-source models like Gemma and the introduction of the Mistral model.
    • Meta's Llama 3: A deep dive into Meta's latest release, Llama 3, exploring its capabilities, improvements over previous versions, and potential applications in various industries.
    Next-Gen Video & Image AI
    • Stable Diffusion 3: Examination of how Stable Diffusion 3 is pushing the boundaries of image generation with simplified prompting techniques.
    • Alibaba's EMO Model: Overview of Alibaba's contribution to synthetic video generation with the EMO model, highlighting its unique features and potential use cases.
    • Pika Labs' Lip Sync Feature: Insight into Pika Labs' innovative lip sync feature, which enhances the realism of generated video content, especially in applications requiring synced audio and video.
    Google's "Woke" AI War
    • Controversy Surrounding Google's Image Generation Tool: The episode culminates with a detailed discussion on the controversy Google faces with its image generation tool, focusing on accusations of cultural bias and the broader implications for AI ethics.
    • Cultural and Ethical Implications: Further exploration into how this controversy reflects larger debates within the tech industry regarding AI's role in society, cultural sensitivity, and the responsibilities of AI developers.


    - - - -

    Connect With Our Co-Host:
    Dr. JC Bonilla
    https://www.linkedin.com/in/jcbonilla/

    About The Enrollify Podcast Network:
    Higher Intelligence is a part of the Enrollify Podcast Network. If you like this podcast, chances are you’ll like other Enrollify shows too!

    Enrollify is made possible by Element451. Learn more at element451.com.


    Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

    41 min
  • Predictive AI: The Art and Science of Student Engagement

    This episode of the Generation AI podcast delves into the evolution and application of predictive AI within higher education, focusing on enrollment predictions and marketing. Hosts Ardis Kadiu and Dr. JC Bonilla explore machine learning's roots, its distinction from generative AI, and its critical role in modeling prospective student behaviors. They discuss the transition from demographic to behavioral data for more accurate predictions, the importance of model tuning and validation, and the future of AI in personalizing student engagement through autonomous agents. The conversation highlights the blend of art and science in feature selection and the significance of adopting models that are understood and trusted by users.

    Introduction to Predictive AI

    • Hosts Ardis Kadiu and Dr. JC Bonilla delve into predictive AI's history and its application in higher education, focusing on enrollment and marketing.
    • They discuss predictive AI's evolution from advanced analytics and machine learning (ML) to its current state.

    Machine Learning Basics

    • Explanation of machine learning as pattern recognition and its importance in predictive AI.
    • The transition from demographic to behavioral data for improved predictions.

    Model Building and Validation

    • The process of model building, including feature selection, training, and validation.
    • The importance of model tuning and validation for accurate predictions.

    Behavioral Data in Predictive Models
    Shift towards using behavioral data for more nuanced and accurate predictions.
    How behavioral data surpasses demographic data in predicting student behaviors and interests.

    Feature Engineering and Selection

    • The art and science of selecting the right features for predictive models.
    • Discussion on the significance of domain knowledge in feature selection.

    Model Adoption and Interpretation

    • Challenges in model adoption and the importance of model interpretability for end-users.
    • How understanding and trust in the model's predictions are crucial for successful implementation.

    Future of Predictive AI in Higher Education

    • Insights into the future of predictive AI, focusing on personalized student engagement and autonomous agents.
    • The potential of large language models and AI agents in transforming higher education marketing and enrollment strategies.

    Remember to follow us on your favorite podcast platform to not miss any episodes of "Generation AI." Reach out with any questions or topics you'd like us to cover in future episodes. We thrive on your feedback and are here to offer insights that resonate with you. Thank you for joining us on this AI journey!


    - - - -

    Connect With Our Co-Host:
    Dr. JC Bonilla
    https://www.linkedin.com/in/jcbonilla/

    About The Enrollify Podcast Network:
    Higher Intelligence is a part of the Enrollify Podcast Network. If you like this podcast, chances are you’ll like other Enrollify shows too!

    Enrollify is made possible by Element451. Learn more at element451.com.


    Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

    51 min
  • OpenAI’s SORA Transforms Video Production and Google introduces Gemini 1.5

    In this episode of Generation AI, hosts Ardis Kadiu and Dr. JC Bonilla dive into the groundbreaking announcements of Google's Gemini 1.5 model and OpenAI's SORA, a revolutionary text-to-video model. The discussion starts with the excitement surrounding the rapid advancements in AI technology, particularly focusing on the features and implications of both models. Gemini 1.5, introduced by Google, stands out with its enhanced reasoning capabilities, support for up to 1,000,000 tokens, and a mixture of experts architecture for efficiency and lower energy consumption. OpenAI's SORA, released shortly after Gemini 1.5, captures attention with its ability to generate high-quality, realistic videos from text prompts, marking a significant leap in content creation. The hosts explore the technical aspects, potential applications, and ethical considerations of these models, emphasizing their disruptive impact on content creation, education, and various industries. The episode underscores the excitement and challenges posed by these AI advancements and their potential to reshape the landscape of digital media.


    - - - -

    Connect With Our Co-Host:
    Dr. JC Bonilla
    https://www.linkedin.com/in/jcbonilla/

    About The Enrollify Podcast Network:
    Higher Intelligence is a part of the Enrollify Podcast Network. If you like this podcast, chances are you’ll like other Enrollify shows too!

    Enrollify is made possible by Element451. Learn more at element451.com.


    Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

    27 min
  • AI on Your Wrist, in Your Eyes, and On Your Mind: The Future of Wearables
    Summary

    Explore the evolving landscape of AI-powered wearables and their implications for higher education and beyond. We delve into groundbreaking wearables, including Apple Vision Pro, Oura Ring, Meta Smart Glasses, and the pioneering Neuralink brain-computer interface. The discussion spans from health and fitness monitoring to spatial computing and immersive learning experiences, highlighting the potential for these devices to revolutionize interaction, personal health monitoring, and educational engagement. With insights into the technology behind these wearables and predictions for their future integration into daily life and higher education, this episode unpacks the promise of AI wearables in creating more connected, personalized, and immersive experiences.

    Show Notes

    Explore the evolving landscape of AI-powered wearables and their implications for higher education and beyond. We delve into groundbreaking wearables, including Apple Vision Pro, Oura Ring, Meta Smart Glasses, and the pioneering Neuralink brain-computer interface. The discussion spans from health and fitness monitoring to spatial computing and immersive learning experiences, highlighting the potential for these devices to revolutionize interaction, personal health monitoring, and educational engagement. With insights into the technology behind these wearables and predictions for their future integration into daily life and higher education, this episode unpacks the promise of AI wearables in creating more connected, personalized, and immersive experiences.

    Introduction to AI Wearables [00:00:06]

    Ardis Kadiu and Dr. JC Bonilla kick off the episode with an overview of AI's role in advancing wearable technology, from health monitoring to immersive education tools.

    The Surge of AI Wearables [00:00:48]

    The hosts delve into the latest in wearable technology, highlighting the Apple Vision Pro and other devices that merge health, fitness, and interaction through AI innovations.

    Health and Fitness Monitoring Evolution [00:01:59]

    Exploration of devices like the Apple Watch and Oura Ring, emphasizing their impact on personal health tracking and the potential for future advancements.

    Generative AI and Interaction Without Screens [00:07:20]

    Discussion on the Humane AI pin and its use of generative AI for interaction without a conventional screen, signaling a shift towards more intuitive user experiences.

    From Google Glass to Meta Smart Glasses [00:09:30]

    A look back at the evolution from Google Glass to the stylish Meta Smart Glasses by Ray Ban, illustrating the progression of wearable tech aesthetics and functionality.

    The Introduction of Apple Vision Pro [00:14:15]

    An in-depth analysis of Apple Vision Pro's spatial computing capabilities, redefining virtual interaction and setting new standards for wearable technology.

    AI Wearables in Higher Education [00:21:07]

    Speculating on the transformative potential of AI wearables in enhancing remote learning and creating more immersive educational experiences.

    Neuralink: The Future of Brain-Computer Interfaces [00:25:02]

    A glimpse into Neuralink and its ambitions for direct brain interfacing, suggesting profound implications for communication, health, and beyond.

    The Future of AI Wearables [00:29:11]

    A closing discussion on the broad implications of AI wearables for society, the economy, and individual lifestyles, with a look towards an integrated future.


    - - - -

    Connect With Our Co-Host:
    Dr. JC Bonilla
    https://www.linkedin.com/in/jcbonilla/

    About The Enrollify Podcast Network:
    Higher Intelligence is a part of the Enrollify Podcast Network. If you like this podcast, chances are you’ll like other Enrollify shows too!

    Enrollify is made possible by Element451. Learn more at element451.com.


    Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

    33 min
  • AI Touchdown: The Future Showcased in Super Bowl LVIII Commercials

    In this special bonus episode of "Generation AI," hosts Ardis Kadiu and Dr. JC Bonilla dive into the creative and impactful world of Super Bowl LVIII commercials, specifically focusing on those themed around artificial intelligence. The 2024 Super Bowl showcased a diverse range of AI-related ads, demonstrating the technology's expanding influence across various industries, from cybersecurity and accessibility to creativity and humor.

    Highlights include Microsoft Copilot's empowering "Watch Me" ad, Google Pixel 8's accessibility features brought to life by a blind director and voiced over by Stevie Wonder, CrowdStrike's imaginative cybersecurity solutions, Etsy's humorous AI-powered Gift Mode, the playful mockery of AI in "Despicable Me 4's" Minion Intelligence spot, and Body Armor's satirical take on AI-generated content. Each commercial offers a unique perspective on how AI is perceived and utilized in society, balancing between emotional resonance, practical applications, and entertainment. Join Ardis and JC as they explore these narratives, providing insights into how artificial intelligence is not just a technological advancement but a catalyst for creativity, accessibility, and even humor in the advertising world.

    Super Bowl AI Ads

    1. Microsoft Copilot: "Watch Me"
    Microsoft showcases the AI assistant Microsoft Copilot in Windows 11, demonstrating its potential to empower creativity and academic endeavors.
    Watch on YouTube

    2. Google's Pixel 8: "Javier in Frame"
    Google introduces an accessibility feature in the Pixel 8 that helps visually impaired users take photos, directed by Adam Morse and voiced over by Stevie Wonder.
    Watch on YouTube

    3. CrowdStrike: "The Future"
    CrowdStrike's ad takes viewers to the Old West, where AI-powered cybersecurity is depicted as the hero against futuristic threats.
    Watch on YouTube

    4. Etsy: "Gift Mode"
    Etsy's Super Bowl ad humorously introduces its AI-powered Gift Mode, helping users decide on gifts, focusing on a humorous scenario involving Americans choosing a gift for their French friends.
    Watch on YouTube

    5. Despicable Me 4 - Minions: "Minion Intelligence"
    The "Despicable Me 4" Super Bowl spot humorously engages with AI by showcasing the Minions creating bizarre AI-generated images.
    Watch on YouTube

    6. Body Armor: "Field of Fake"
    Body Armor's commercial uses AI to poke fun at the technology itself, showcasing a sports drink ad filled with AI-generated absurdities.
    Whatch on YouTube


    - - - -

    Connect With Our Co-Host:
    Dr. JC Bonilla
    https://www.linkedin.com/in/jcbonilla/

    About The Enrollify Podcast Network:
    Higher Intelligence is a part of the Enrollify Podcast Network. If you like this podcast, chances are you’ll like other Enrollify shows too!

    Enrollify is made possible by Element451. Learn more at element451.com.


    Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

    23 min
  • Deepfakes Unmasked: The Art, Science, and Ethics of Synthetic Media

    In this episode, we delve into the intricate world of deepfakes, exploring the technology behind them, their diverse applications, ethical considerations, and what the future holds. Hosts Ardis Kadiu and Dr. JC Bonilla guide us through understanding deepfakes, the balance between their potential for harm and innovative uses, and the ongoing efforts to navigate the ethical dilemmas they present.

    Introduction to Deepfakes [00:00:06]

    • A brief overview of what deepfakes are and the significance of understanding their impact on society.

    The Science Behind Deepfakes [00:05:25]

    • Exploring the technical foundations of deepfake technology, including data collection and machine learning models.

    Real-world Applications and Ethics of Deepfakes [00:16:01]

    • Discussion on the practical applications of deepfakes in various sectors and the ethical implications.

    Deepfakes in Media and Entertainment [00:19:58]

    • How deepfakes are being used creatively in media and entertainment, revitalizing old content and enabling new forms of storytelling.

    Personalization and Deepfakes [00:26:27]

    • Examining the role of deepfakes in personalizing content, from marketing campaigns to educational materials.

    Cybersecurity and Deepfakes [00:33:04]

    • Addressing the challenges and solutions in detecting and mitigating the risks of deepfakes in cybersecurity.

    The Future of Deepfakes and Synthetic Media [00:36:59]

    • Predictions on the evolving landscape of deepfakes and synthetic media, including the potential for regulation and technological advancements.

    Conclusion and Reflections [00:39:44]

    • Summarizing the key insights from the episode and reflecting on the dual nature of deepfake technology as both a tool for innovation and a source of ethical concern.
    Links Mentioned:
    • Taylor Swift Deepfake Story
    • Deep Tom Cruise TikTok
    • Metaphysic.ai Video platform
    • Section 230
    • Heart on My Sleeve song


    - - - -

    Connect With Our Co-Host:
    Dr. JC Bonilla
    https://www.linkedin.com/in/jcbonilla/

    About The Enrollify Podcast Network:
    Higher Intelligence is a part of the Enrollify Podcast Network. If you like this podcast, chances are you’ll like other Enrollify shows too!

    Enrollify is made possible by Element451. Learn more at element451.com.


    Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

    41 min
  • From Bard to Gemini: Google's Next-Gen AI Leap Forward

    This bonus episode of the "Generation AI" podcast dives into Google's latest AI development, focusing on the rebranding of its chatbot Bard to Gemini and the release of the new model, Gemini Ultra. The hosts discuss the transition from Bard to Gemini, emphasizing its multimodal capabilities (handling text, image, voice, and video inputs and outputs) and the introduction of advanced features like complex task handling and logical reasoning. Google's move to include a paid AI model, Gemini Advanced, with a subscription to Google One AI premium, marks a significant step in competing with GPT-4. Additionally, Gemini's integration into Google's ecosystem, such as Workspace, and its potential to enhance search capabilities are highlighted. The episode provides insights into the implications of these developments for the higher education sector and the broader AI landscape.


    - - - -

    Connect With Our Co-Host:
    Dr. JC Bonilla
    https://www.linkedin.com/in/jcbonilla/

    About The Enrollify Podcast Network:
    Higher Intelligence is a part of the Enrollify Podcast Network. If you like this podcast, chances are you’ll like other Enrollify shows too!

    Enrollify is made possible by Element451. Learn more at element451.com.


    Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

    12 min

About Higher Intelligence

From the publisher's feed

The Higher Intelligence podcast delivers smart takes on AI and EdTech for the next-generation campus. Hosted by EdTech executive, data scientist, and professor Dr. JC Bonilla, the show breaks down the…