app.py

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.



🤖🧪🌐
🔬🧠💡: RLHF & LAFAND-MT ➡️ Efficient, accurate & flexible AI/ML systems
📚💬🏆: Lambada benchmark ➡️ Advanced NLP & NLU understanding
🔍📖🔊: MNLI (Text Inference) vs MMLU (Multimodal Understanding)
🏋️🌍🤔: AGI challenges ➡️ Generalization, computation, ethics
🕵️🔎🧡: Interpretability, transparency & ethics in AI
🎓🎮🤖: Reinforcement learning ➡️ Evolution & role in complex AI
🚧🔜🌌: Limitations & future research for AGI
🧩🤝🚀: Integrating AI architectures ➡️ Holistic & robust AI/ML systems
🌟🌍💼: Promising applications & positive societal impact
👩‍💻📚🔧: Evolving role of AI/ML engineer & Chief Scientist



    
    '''
)