Introduction:

• Angelo and Shohaib discuss the inclusion of new ingredients in hot sauce batches.
• Shohaib explains the process of introducing new ingredients and the excitement surrounding it.

Incorporating New Ingredients:

• Angelo asks about the approach to incorporating new ingredients: creating new models or expanding the feature space.
• Shohaib suggests keeping the base model and increasing the search space for new ingredients.
• Both options are considered, including transferring the optimal features to another model.

Metaphorical Understanding:

• Angelo highlights the advantage of using hot sauce as a metaphor for complex concepts.
• Shekeib acknowledges the clarity provided by the hot sauce analogy and the opportunity to learn more.

Engaging with Mathematics:

• Angelo expresses his enthusiasm for discussing the mathematical side of AI.
• Shekeib shares his brother's interest in math and how it goes beyond his own understanding.
• Shohaib emphasizes the subset of AI concepts being discussed and the value of conceptualizing them through hot sauce.

AI as an Expansive Field:

• Angelo mentions that AI encompasses various subfields, such as machine learning, Bayesian optimization, and active learning.
• Neural networks, deep learning, and reinforcement learning are discussed as additional branches of AI.
• Shohaib highlights the similarities between Bayesian optimization and reinforcement learning.

Reinforcement Learning:

• Angelo mentions the significance of reinforcement learning in solving video games and its applicability to different domains.
• Shohaib shares his experience with reinforcement learning in an AI class, specifically using it to make Pac-Man play autonomously.

Specialization and Continuous Learning:

• Angelo praises Shohaib's expertise in Bayesian optimization while acknowledging the vastness of AI knowledge.
• The discussion emphasizes the complexity of AI and the continuous learning required to stay up to date.

Generative Pre-trained Transformers:

• Angelo brings up the popularity of generative pre-trained transformers like ChatGPT.
• The ensemble nature of these models and their unique combination of techniques is highlighted.

Host: Angelo Kastroulis

Executive Producer: Náture Kastroulis

Producer: Albert Perrotta

Communications Strategist: Albert Perrotta

Video/Audio Engineer: Ryan Thompson

Music: All Things Grow by Oliver Worth