| import streamlit as st |
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| st.title("NLP Theory Blog") |
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| st.sidebar.title("Navigation") |
| pages = ["Introduction to NLP", "NLP Techniques"] |
| page = st.sidebar.radio("Go to:", pages) |
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| if page == "Introduction to NLP": |
| st.header("What is Natural Language Processing (NLP)?") |
| st.write(""" |
| Natural Language Processing (NLP) is a field of Artificial Intelligence that focuses on the interaction between computers and humans through natural language. |
| It enables machines to understand, interpret, and respond to human language in a meaningful way. |
| |
| **Applications of NLP include:** |
| - Sentiment Analysis |
| - Machine Translation |
| - Chatbots |
| - Speech Recognition |
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| NLP combines computational linguistics with machine learning and deep learning techniques to process language. |
| """) |
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| elif page == "NLP Techniques": |
| st.header("Common NLP Techniques") |
| st.write(""" |
| NLP involves several techniques for processing and analyzing text and speech data. Here are some key techniques: |
| |
| 1. **Tokenization:** Breaking text into smaller units like words or sentences. |
| 2. **Stopword Removal:** Eliminating common words (e.g., 'the', 'is') that may not contribute to meaning. |
| 3. **Stemming and Lemmatization:** Reducing words to their base or root form. |
| 4. **Part-of-Speech (POS) Tagging:** Identifying grammatical parts of speech in a text. |
| 5. **Named Entity Recognition (NER):** Extracting named entities like people, organizations, and locations. |
| 6. **Sentiment Analysis:** Determining the sentiment (positive, negative, neutral) of a text. |
| 7. **Text Summarization:** Producing a summary of a longer text. |
| 8. **Machine Translation:** Translating text from one language to another. |
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| These techniques are often used in combination to build sophisticated NLP applications. |
| """) |
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| |
| if st.button("Previous Page"): |
| if page == "NLP Techniques": |
| st.experimental_set_query_params(page="Introduction to NLP") |
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| if st.button("Next Page"): |
| if page == "Introduction to NLP": |
| st.experimental_set_query_params(page="NLP Techniques") |
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| query_params = st.experimental_get_query_params() |
| if "page" in query_params and query_params["page"]: |
| page = query_params["page"][0] |
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| st.sidebar.write("---") |
| st.sidebar.write("Developed with ❤️ using Streamlit.") |
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