Science without religion is lame, religion without science is blind. - Albert Einstein.

APM is one of the first steps towards getting Geoffrey Hinton’s GLOM working. The golden goose is how to encode part-whole hierarchies in a neural net. This goose has now started to have some feathers and lay some golden-eggs. This work was accepted to NeurIPS2024. Paper can be found here. And all it took was a MLP. There you go GLOM-doubters. Hiyaaaaaaa!!!!!!

One who is not envious but is a kind friend to all living entities, who does not think himself a proprietor and is free from false ego, who is equal in both happiness and distress, who is tolerant, always satisfied, self-controlled, and engaged in devotional service with determination, his mind and intelligence fixed on Me – such a devotee of Mine is very dear to Me- Srimad Bhagavad Gita 2.13-14.

That which pervades the entire body you should know to be indestructible. No one is able to destroy that imperishable soul.- Srimad Bhagavad Gita 2.17.

It is said that the soul is indivisible, inconceivable, and immutable. Knowing this, you should not grieve for the body. This individual soul is unbreakable and insoluble and can be neither burned nor dried “

I shall now declare unto you in full this knowledge, both phenomenal and numinous. This being known, nothing farther shall remain for you to know- says Lord Krishna to Arjuna’

I see your infinite form in every direction, with countless arms, stomachs, faces, and eyes. O Lord of the universe, whose form is the universe itself, I do not see in you any beginning, middle, or end.- Says Arjuna to Krishna

Says Lord Krishna to Arjuna: One should engage oneself in the practice of yoga with determination and faith and not be deviated from the path. One should abandon, without exception, all material desires born of mental speculation and thus control all the senses on all sides by the mind. - Srimad Bhagavad Gita

Says Lord Krishna to Arjun: O son of Prtha, behold My forms in (their) hundreds and in thousands, of different kinds, celestial, and of various colours and shapes. See the Adiyas, the Vasus, the Rudras, the two Asvins and the Maruts. O scion of the Bharata dynasty, behold also the many wonders not seen before

Credits: We thank Dr. Geoffrey Hinton for his amazing work on relaxation, and sharing the manuscripts online. This post is a humble attempt to understand the AI’s Da Vinci at work. If you do notice some errors, the authors will be grateful for a chance to rectify them. Thank you.