AI in Research and Education Sector Notes

Education

  • Education transmits knowledge, skills, critical thinking, creativity, and character.
  • It is considered a key to success.

Evolution of Education

  • Education has evolved from lectures and memorization (1.0) to knowledge-producing (3.0) and innovative-producing education (4.0).
  • Key advancements include the steam engine (1780), the computer (1970), and the internet (1990-2000).

Leveraging Technology

  • Technology optimizes operations, creates efficiencies, and maximizes revenue.
  • Key leverages include efficiency, effectiveness, and agility.

Mindsets

  • Fixed mindset: Avoids challenges, refuses criticism, focuses on proving oneself, and can't accept failures.
  • Growth mindset: Views challenges as opportunities, embraces feedback, focuses on the process, and learns from failures. Carol Dweck coined the term.

Stoicism

  • An ancient Greek philosophy emphasizing virtue, knowledge, and harmony with divine reason.
  • It promotes indifference to fortune, pleasure, and pain. Patience is key to learning.

Anxiety

  • Stoics propose developing the belief that nothing can truly harm you. Control your mind over external events.

Informal Learning

  • Learning outside dedicated environments, arising from individual/group activities and interests.
  • Includes workplace learning opportunities.

Retention

  • Retention of new information decreases significantly over time without repetition.
  • Examples: Immediately after learning (100%), 20 minutes after (60%), 1 day after (30%), 1 week after (25%).

Learning Curves

  • Straight line: Uniform progress.
  • Positively accelerated: Slow start, then increases.
  • Negatively accelerated: High start, then slows down.

Learning Plateau

  • A flat, horizontal stretch in the learning curve, representing a stationary stage.
  • Caused by lack of motivation, task complexity, attention, maturity, or poor health.

Approaches to Teaching

  • Pedagogy: Children learning.
  • Andragogy: Adult learning.
  • Heutagogy: Self-directed learning.

Massive Open Online Courses (MOOCs)

  • MOOCs are predicted to grow to USD 143.4143.4 Billion by 2032 with a CAGR of 25.3%25.3\%. Examples include Coursera, edX, and Udacity.

Learning Types

  • Face-to-face, online, blended learning options are available.

Top Countries in Education

  • United States, United Kingdom, Australia, Germany, and Canada are among the top-ranked.

AI in Science

  • AI can accelerate scientific breakthroughs, such as designing proteins.
  • AI systems like Gemini 2.0 can act as virtual scientific collaborators to generate hypotheses and research proposals.

AI Co-Scientist

  • Mirroring the reasoning process of scientific method; uncovers new knowledge and hypotheses.
  • The scientist interacts with the system by specifying a research goal in natural language.

Future Trends

  • Petrol stations, car repair shops, and related industries may disappear with the rise of electric cars.
  • Electric car engines have far fewer parts and are often sold with lifetime warranties.
  • Industries like Kodak and Polaroid show how quickly technology can disrupt established businesses.

AI Impact

  • AI, health, self-driving cars, electric cars, education, 3D printing, and agriculture are rapidly evolving.
  • AI systems like IBM's Watson can provide legal advice and aid in medical diagnoses with high accuracy.
  • Self-driving cars will change city landscapes and reduce car accidents.

Fourth Industrial Revolution

  • Software will continue to impact traditional industries.

Disruptive Times

  • The COVID-19 pandemic has brought about changes in learning.

Changing Nature of Learning

  • Rise of automation, importance of soft skills, need for lifelong learning, and the rise of the Gig Economy.

Gig Economy

  • Flexible, temporary, or freelance jobs connected through online platforms.

Virtual & Augmented Reality

  • VR: Immersive virtual world experience using 3D displays and pose tracking.
  • AR: Enhanced real-world environment through digital elements and sensory stimuli.

Generative AI

  • AI tools for research, generative art, and productivity are continuously increasing.

Generative Pre-trained Transformer (GPT)

  • Unimodal (ChatGPT) and cross-modal (Stable Diffusion 2.1) models.

Contextual Prompt Statement

  • Guiding AI models to provide helpful, respectful, and non-offensive responses.

Prompt Engineering

  • Involves defining the task, creating detailed prompts, identifying inputs, and refining prompts to optimize AI model interaction.

Question Refinement

  • Improving questions to emphasize healthy eating habits and balanced views.

Cognitive Verifier

  • Structured approach to improve accuracy and depth in AI responses.

Improving Questions

  • Focus on the problem, target audience, value creation, effort, and desired outcome.

Audience Persona

  • Tailoring prompts to specific personas to get better responses.
  • Explain X to me, assuming I am Persona Y.

Facilitating Learning

  • Leaders should strive to improve and adapt
  • Important topics include learning curves and attention spans