Note: This is a duplicate copy of original fine with DOI:10.13140/RG.2.2.15511.02722. The pdf can be accessed at, (PDF) Unconstrained LLMs, How Long? Safe, secure, and trusted constraint-based LLMs Abstract: Most LLMs are unconstrained optimization problems (UMP). The problems of hallucinations and dangerous images and texts produced by LLMs persist. How can this problem be solved? WhyContinue reading “Unconstrained LLMs, How Long? Safe, secure, and trusted constraint-based LLMs”
Tag Archives: Machine Learning
Robots and Life in the coming times. Robots dancing to numbers in China…Why should we be behind?
Chinese robots have nothing more to do, so they are dancing on dance floors? Or do they have a special dance with the singers they are dancing with? Or do they want to show their coordination and skills? Or it’s just a surprise in monotonous jobs done for years! Yes, Chinese Singers, surprise caught theContinue reading “Robots and Life in the coming times. Robots dancing to numbers in China…Why should we be behind?”
Memory Learning, Model Titans (Behrouz et al, 2024)
“Titans: Learning to memorize at test time. arXiv preprint arXiv:2501.00663” This paper (Behrouz et al, 2024) [1] aims to build a memory learning model that is efficient, uses less memory, and learns and predicts more. Neural learning is the basis of memory-based learning. Forgetting is important too, and too much forgetting can lose essential data about the input.Continue reading “Memory Learning, Model Titans (Behrouz et al, 2024)”
Nested Learning: Part II
#ai #llm #deeplearning #ml Here is the video lecture, subscribe for updates, https://www.youtube.com/watch?v=qDwAm1f0JBY Some concerns, it catches the forgetting behavior of LLMs, the context once gone can be looked into nested memories and hence can be revised if nested parameters and memories are referenced. The pre training can’t be edited but the computation of temporaryContinue reading “Nested Learning: Part II”
Predicting the Insulin dose Intelligently for perusal by humans- Missing Part-Upload Meal Image for Calories!
#ai #health Note: This method may have some fuzziness assigned to it, but it’s still not foolproof and needs to be validated. Therefore, it’s not fully reliable. Always seek an opinion on your insulin dose before taking it, or stay within a safe dosage range. Some of the past works in this area use: ThereContinue reading “Predicting the Insulin dose Intelligently for perusal by humans- Missing Part-Upload Meal Image for Calories!”
RAG Engineering-based Query Specific Summarization
Here, I present the idea behind Query-Specific Summarization and RAG, and how it can be implemented. Use case. And how to test it. Retrieval Augmented Generation is very well used in organizations with their own data. Many organizations have their own data that they do not want to upload to generic servers where a genericContinue reading “RAG Engineering-based Query Specific Summarization”
Dormant AI Police Robots: Modern AI Policing, Patrolling and Guarding. Pros and Cons.
#future #robotics #sci-fi #science-fiction #futurist #ai Dormant Robot is a robot that is just seeing and hearing and is stagnant, till the AI in the robot reports a threat, when it raises an alarm to the administration. This can have positive effects, as well as negative concerns about it. They can save lives in extremeContinue reading “Dormant AI Police Robots: Modern AI Policing, Patrolling and Guarding. Pros and Cons.”
How can work be optional? Elon Musk?
#future #work #ai #futurist At the US Saudi Investment Forum last week, Elon Musk said work would be optional, such as playing sports or video games. He mentioned work would be optional before as well. But how can all work be optional when Musk wants to make Life multiplanetary? It took civilization thousands of yearsContinue reading “How can work be optional? Elon Musk?”
The magic ball, the external brain, is in the hands of all people of Earth now.
This can’t be reversed. AI. Yes, AI can’t be reversed in many areas. What do we learn from this overwhelming AI hype? We learn that people seek. People seek knowledge. People want to know everything. It’s like carrying a brain in their hands. This brain is an AI that can answer any question they ask,Continue reading “The magic ball, the external brain, is in the hands of all people of Earth now.”
Physical AI (Flying systems, Robotaxis, and Robots) by Chinese EV maker XPENG
What is Physical AI? When the digital and physical worlds unite, that is what Physical AI. Examples are operating systems (large models) and intelligent hardware. They say we are entering Physical AI bubble. He Xiaopeng, Chairman and CEO of XPENG, says that large models will become the operating system and foundation of all PhysicalContinue reading “Physical AI (Flying systems, Robotaxis, and Robots) by Chinese EV maker XPENG”
Artificial Intelligence, Computer Science & Mathematics 