# Intelligence - Research Base * [The road to AGI - DeepMind: The Podcast (S2, Ep5) - YouTube](https://www.youtube.com/watch?v=Uy4OYU7PQYA) * See the further reading section there * [#104 - Prof. CHRIS SUMMERFIELD - Natural General Intelligence [SPECIAL EDITION] - YouTube](https://www.youtube.com/watch?v=31VRbxAl3t0&t=19s) * [Francois Chollet - On the Measure Of Intelligence - YouTube](https://www.youtube.com/watch?v=mEVnu-KZjq4) * [On the Measure of Intelligence by François Chollet - Part 1: Foundations (Paper Explained) - YouTube](https://www.youtube.com/watch?v=3_qGrmD6iQY&t=1098s) * [YouTube](https://www.youtube.com/watch?v=J0p_thJJnoo) * Chollet: We are fundamentally limited by the problems we are faced with (from the Lex Fridman podcast) * What does general intelligence have that these systems do not? - Natural General Intelligence Text Book - Melanie Mitchell Text Book - If there was a place to put computation, it would be in this article - Universality (from deutsch) - What is a universal computer? - Wolfram thoughts (transformers cannot do computation the way wolfram alpha could…?) - Can transformers be universal computers? 1. - Neural GPUs: [https://arxiv.org/pdf/1511.08228.pdf](https://arxiv.org/pdf/1511.08228.pdf) 2. [https://www.youtube.com/watch?v=up8bvOnueDw](https://www.youtube.com/watch?v=up8bvOnueDw) 3. [https://arxiv.org/pdf/2103.05247.pdf](https://arxiv.org/pdf/2103.05247.pdf) - Hardware (again, to compare to the "wetware" of the brain): 1. [All about AI Accelerators: GPU, TPU, Dataflow, Near-Memory, Optical, Neuromorphic & more (w/ Author) - YouTube](https://youtu.be/VQoyypYTz2U?list=PLwcClAaLqrJy4wrVTB43HDlnzW-d20fUt) 2. [Machine Learning Compilers - YouTube](https://www.youtube.com/watch?v=y7d7CWX_Is8&t=182s) 3. [Semiconductor Wars - YouTube](https://www.youtube.com/watch?v=xQmoSDyuCtQ) 4. [Hardware Lottery - YouTube](https://www.youtube.com/watch?v=6AYSFIcTZyA) 5. [When gpus started being utilized for ml - www.machinelearning.org/archive/icml2009/papers/218.pdf](http://www.machinelearning.org/archive/icml2009/papers/218.pdf)