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
