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 ''' )