import streamlit as st st.markdown( ''' - In the realm of patents, there's a place to be,\ - A search engine that indexes them for you and me.\ - [Google Patents](https://patents.google.com/) is its name,\ - With keywords, numbers, and inventors, you'll find your claim. - From USPTO, EPO, and WIPO, it draws its lore,\ - Abstracts, images, citations, it has much in store.\ - So, venture forth, my friend, and see what you can find,\ - In this patent world, where innovation's intertwined. - For those seeking knowledge of the U.S. patents' tale,\ - The [USPTO Database](https://patft.uspto.gov/) will lift the veil.\ - Full-text search capabilities, and images, you'll see,\ - Uncover the inventions granted by the USPTO decree. - Title, abstract, claims, and more, search with ease,\ - Inventors, assignees, classification codes, if you please.\ - A wealth of information, in this database you'll find,\ - A world of innovation, creativity combined. - The [EPO Espacenet](https://worldwide.espacenet.com/), a platform so grand,\ - Over 120 million patent documents, at your command.\ - EPO, USPTO, WIPO, and national offices too,\ - A treasure trove of knowledge, waiting there for you. - Search with publication number, inventor, applicant, or code,\ - Advanced features let you refine the search mode.\ - Specific phrases or exclude terms, it's all within your reach,\ - In Espacenet, a world of patents, there to teach. ๐Ÿค–๐Ÿงช๐ŸŒ - ๐Ÿ”ฌ๐Ÿง ๐Ÿ’ก: RLHF & LAFAND-MT โžก๏ธ Efficient, accurate & flexible AI/ML systems - ๐Ÿ“š๐Ÿ’ฌ๐Ÿ†: Lambada benchmark โžก๏ธ Advanced NLP & NLU understanding - ๐Ÿ”๐Ÿ“–๐Ÿ”Š: MNLI (Text Inference) vs MMLU (Multimodal Understanding) - ๐Ÿ‹๏ธ๐ŸŒ๐Ÿค”: AGI challenges โžก๏ธ Generalization, computation, ethics - ๐Ÿ•ต๏ธ๐Ÿ”Ž๐Ÿงก: Interpretability, transparency & ethics in AI - ๐ŸŽ“๐ŸŽฎ๐Ÿค–: Reinforcement learning โžก๏ธ Evolution & role in complex AI - ๐Ÿšง๐Ÿ”œ๐ŸŒŒ: Limitations & future research for AGI - ๐Ÿงฉ๐Ÿค๐Ÿš€: Integrating AI architectures โžก๏ธ Holistic & robust AI/ML systems - ๐ŸŒŸ๐ŸŒ๐Ÿ’ผ: Promising applications & positive societal impact - ๐Ÿ‘ฉโ€๐Ÿ’ป๐Ÿ“š๐Ÿ”ง: Evolving role of AI/ML engineer & Chief Scientist ''' )