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I wholeheartedly believe that a point system for universal services in the next progressive DNC candidate’s agenda should an important ticket talking point. Why? For instance, there should be three time instances involved: past aggregate grandfathered stats, present achievements, and future goals. In turn, these points can be used for services like the following: 1.)Continue reading “Point System for Universal Services”

“My free association are different from yours” I would find the analogy between free association and query expansion or stream of thought. However, if you look at games like Semantris that focus on semantic connections between a starting word based on its relationship to other words. The free association would be to take one wordContinue reading “Gary Marcus: Toward a Hybrid of Deep Learning and Symbolic AI: Analysis and Reaction by Shyamal Chandra – Part III”

“Many of the sentences we create can only be understood by a rich set of models” Data-driven models just do shallow “curve-fitting” (discriminative) on lossy data (sentences) without any reverse-engineering of the sentence (word science). The only way to engineer the empirical meaning is to provide lossless representations (audio, video, other modalities). For instance, ifContinue reading “Gary Marcus: Toward a Hybrid of Deep Learning and Symbolic AI: Analysis and Reaction by Shyamal Chandra – Part II”

Quotes from the interview between Lex Fridman and Gary Marcus. “Intelligence is a multidimensional number” Most of the past work delves in the idea of IQ but doesn’t go into other quotients like creativity, emotion, and fluid vs. crystallized intelligence. You can imagine a multidimensional space rather than a scalar for intelligence. Many papers haveContinue reading “Gary Marcus: Toward a Hybrid of Deep Learning and Symbolic AI: Analysis and Reaction by Shyamal Chandra – Part I”

Summary & Notes by: Shyamal S. Chandra Text Inspired by watching the Original Video by: Lex Fridman (Approximately first fifteen minutes) Wall-E (Gluttony of Technology with Apathic Lifestyles and Sedentary Media Consumption) vs. Global Nirvana (Level 5 SkyNet with Human Training) vs. Purgatory (Policy and Technology side-by-side working hand-in-hand) — Example: UAE (Future Cities withContinue reading “MIT AGI: Aritificial General Intelligence (Understanding & Analysis)”