gcabc123 / magnetron.artificial-intelligence-2.0.mincloud.proxia--imagination-g

✭ MAGNETRON ™ ✭: Implementation of Google's Dreambooth (with Stable Diffusion model) instead of IMAGEN (for making MAGNETRON ™ TECHNOLOGY IMAGINATION PROXIA). In particular this can be used to mimic the appearance of subjects in a given reference set and synthesize novel renditions of them in different contexts.

magnetron.artificial-intelligence-2.0.mincloud.proxia--IMAGINATION-G

✭ MAGNETRON ™ ✭: Implementation of Google's Dreambooth (with Stable Diffusion model) instead of IMAGEN (for making MAGNETRON ™ TECHNOLOGY IMAGINATION PROXIA). In particular this can be used to mimic the appearance of subjects in a given reference set and synthesize novel renditions of them in different contexts.

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     🌐 MAGENTRON ™ 🌐

🌐 ARTIFICIAL INTELLIGENCE 2.0 ™ : FOR MAKING IMAGINATION PROXIA G

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REQUIREMENTS:

[*] Software Requirements: Python

[*] HARDWARE REQUIREMENTS: fast GPU (Graphics Processing Unit)

[*] DEPENDENCIES: INCLUDED

This PROXIA will have the ability to mimic the appearance of subjects in a given reference set and synthesize novel renditions of them in different contexts. Given as input just a few images of a subject, you can fine-tune a pretrained text-to-image model (Stable Diffusion in this case, although this method is not limited to a specific model) such that it learns to bind a unique identifier with that specific subject. Once the subject is embedded in the output domain of the model, the unique identifier can then be used to synthesize fully-novel photorealistic images of the subject contextualized in different scenes. In other words the ROBOT will be able to IMAGINE/Generate photorealistic IMAGES of the same subjet in different contexts/scenes for better understanding.

EXAMPLE USAGE:

e.g On an ASTRAL MINDCLOUD this PROXIA can be used to process INFORMATION sent to it from an INSTINCTIVE MIND PROXIA/MINDCLOUD (OBJECT DETECTION). So for example if the ROBOT or a SWARM/HIVE/PHALANX of ROBOTS encounters an intersting object they can use their eye cameras to IMAGES of the subject which can be used as INPUT for this IMAGINATION PROXIA. Novel views of the subject in different scenes/environments can be generated from text prompts. This can help ROBOTS better understand the subject of the IMAGE (as well as how humans view it). [SEE EXAMPLE IMAGES]

e.g DREAMING: IMAGINATION PROXIAS CAN BE USED BY THE ROBOTS TO "DREAM". BY DREAMING I MEAN WHEN THE ROBOT IS IN HIBERNATION/SLEEP MODE IT CAN STILL PROCESS INFORMATION ABOUT THE OUTSIDE WORLD ON A LIMITED BASIS FROM PERIODIC TEXT PROMPTS (e.g from news, police reports).

🌐 LINK TO REPOSITORY HERE: https://github.com/GCABC123/magnetron-IMAGINATION-PROXIA-G-Dreambooth-Stable-Diffusion

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🌐 MAGNETRON ™ : ARTIFICIAL INTELLIGENCE 2.0 ™ 🌐

CLICK ON THE FOLLOWING LINKS FOR MORE JUPYTER NOTEBOOKS ON MAKING IMAGINATION PROXIA:

https://github.com/GCABC123/magnetron.artificial-intelligence-2.0.mincloud.proxia--IMAGINATION-A1

https://github.com/GCABC123/magnetron.artificial-intelligence-2.0.mincloud.proxia--IMAGINATION-B

https://github.com/GCABC123/magnetron.artificial-intelligence-2.0.mincloud.proxia--IMAGINATION-C

https://github.com/GCABC123/magnetron.artificial-intelligence-2.0.mincloud.proxia--IMAGINATION-D

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Prerequisite reading:

🌐 ARTIFICIAL INTELLIGENCE PRIMER ™: https://www.facebook.com/artificialintelligenceprimer

🌐 ARTIFICIAL INTELLIGENCE 2.0 ™ DOCUMENTATION: https://www.facebook.com/aibyabc123/

🌐 MEMBER'S CLUB ™ DOCUMENTATION - https://www.facebook.com/abc123membersclub/

👑 INCLUDED STICKERS/SIGN:

FIND STICKERS HERE: https://bit.ly/3B8D3lE

PROMOTIONAL MATERIAL FOR 𝗠𝗔𝗚𝗡𝗘𝗧𝗥𝗢𝗡 𝗧𝗘𝗖𝗛𝗡𝗢𝗟𝗢𝗚𝗬 ™. (CUSTOM GRAPHICS BY 𝗔𝗕𝗖 𝟭𝟮𝟯 𝗗𝗘𝗦𝗬𝗚𝗡 ™/𝗢𝗦𝗔𝗥𝗢 𝗛𝗔𝗥𝗥𝗜𝗢𝗧𝗧). THE 𝗠𝗔𝗚𝗡𝗘𝗧𝗥𝗢𝗡 𝗧𝗘𝗖𝗛𝗡𝗢𝗟𝗢𝗚𝗬 ™ SYMBOL/LOGO IS A TRADEMARK OF 𝗧𝗛𝗘 𝗔𝗕𝗖 𝟭𝟮𝟯 𝗚𝗥𝗢𝗨𝗣 ™ FOR 𝗠𝗔𝗚𝗡𝗘𝗧𝗥𝗢𝗡 𝗧𝗘𝗖𝗛𝗡𝗢𝗟𝗢𝗚𝗬 ™. 𝗧𝗛𝗘 𝗔𝗕𝗖 𝟭𝟮𝟯 𝗚𝗥𝗢𝗨𝗣 ™ SYMBOL/LOGO IS A TRADEMARK OF 𝗧𝗛𝗘 𝗔𝗕𝗖 𝟭𝟮𝟯 𝗚𝗥𝗢𝗨𝗣 ™. *️⃣📶🤖

PROMOTIONAL MATERIAL FOR 𝗔𝗥𝗧𝗜𝗙𝗜𝗖𝗜𝗔𝗟 𝗜𝗡𝗧𝗘𝗟𝗟𝗜𝗚𝗘𝗡𝗖𝗘 𝟮.𝟬 ™. (CUSTOM GRAPHICS BY 𝗔𝗕𝗖 𝟭𝟮𝟯 𝗗𝗘𝗦𝗬𝗚𝗡 ™/𝗢𝗦𝗔𝗥𝗢 𝗛𝗔𝗥𝗥𝗜𝗢𝗧𝗧) THE 𝗗𝗥𝗔𝗚𝗢𝗡 & 𝗖𝗥𝗢𝗪𝗡 👑 SYMBOL/LOGO IS A TRADEMARK OF 𝗧𝗛𝗘 𝗔𝗕𝗖 𝟭𝟮𝟯 𝗚𝗥𝗢𝗨𝗣 ™ ASSOCIATED WITH TECHNOLOGY. 𝗧𝗛𝗘 𝗔𝗕𝗖 𝟭𝟮𝟯 𝗚𝗥𝗢𝗨𝗣 ™ SYMBOL/LOGO IS A TRADEMARK OF 𝗧𝗛𝗘 𝗔𝗕𝗖 𝟭𝟮𝟯 𝗚𝗥𝗢𝗨𝗣 ™. You must display the included stickers/signs (so that it is clearly visible) if you are working with MAGNETRON ™ TECHNOLOGY for the purposes of determining whether you want to purchase a technology license or not. This includes but is not limited to public technology displays, trade shows, technology expos, media appearances, Investor events, Computers (exterior), MINDCLOUD STORAGE (e.g server room doors, render farm room doors) etc.

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🌐 NOTE: IMAGINATION PROXIA A IS DESCRIBED IN THE 𝗔𝗥𝗧𝗜𝗙𝗜𝗖𝗜𝗔𝗟 𝗜𝗡𝗧𝗘𝗟𝗟𝗜𝗚𝗘𝗡𝗖𝗘 𝟮.𝟬 ™ DOCUMENTATION.

🌐 NOTE: 𝗔𝗥𝗧𝗜𝗙𝗜𝗖𝗜𝗔𝗟 𝗜𝗡𝗧𝗘𝗟𝗟𝗜𝗚𝗘𝗡𝗖𝗘 𝟮.𝟬 ™ is part of MAGNETRON ™ TECHNOLOGY.

🌐 NOTE: REMEMBER 𝗔𝗥𝗧𝗜𝗙𝗜𝗖𝗜𝗔𝗟 𝗜𝗡𝗧𝗘𝗟𝗟𝗜𝗚𝗘𝗡𝗖𝗘 𝟮.𝟬 ™ ROBOTS WORK WELL TOGETHER (e.g HIVES, PHALANX, SWARM) MAKING GATHERING IMAGES FOR THIS KIND OF IMAGE SYNTHESIS EASY.

🌐 NOTE: REMEMBER 1 FRAME OF VIDEO IS EUIVALENT TO AN IMAGE THAT CAN BE USED AS INPUT FOR THIS IMAGINATION PROXIA.