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decodingdatascience
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Browse files- app.py +69 -0
- requirements.txt +5 -0
app.py
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import streamlit as st
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from dotenv import load_dotenv
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load_dotenv() ##load all the evironment variables
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import os
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import google.generativeai as genai
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from youtube_transcript_api import YouTubeTranscriptApi
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genai.configure(api_key=os.getenv("GOOGLE_API_KEY"))
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prompt="""
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You are an expert AI assistant specializing in transcribing and taking detailed notes
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from transcript related to Machine Learning, Deep Learning, and Artificial Intelligence.
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Your task is to provide a comprehensive summary of the following transcript,
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including all key points, discussions, and Q&A sessions.
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Please follow these guidelines:
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1. Main Content:
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- Identify and summarize the main topic(s) discussed in the transcript.
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- List all key concepts, theories, and techniques mentioned.
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- Provide detailed explanations for each concept, including definitions, applications, and significance in the field.
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- Note any examples or case studies presented to illustrate concepts.
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- Capture any formulas, algorithms, or code snippets discussed, ensuring they are accurately transcribed.
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- Highlight any cutting-edge research or recent advancements mentioned.
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Please provide the summary of the text given here: """
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## getting the transcript data from yt videos
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def extract_transcript_details(youtube_video_url):
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try:
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video_id=youtube_video_url.split("=")[1]
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transcript_text=YouTubeTranscriptApi.get_transcript(video_id)
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transcript = ""
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for i in transcript_text:
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transcript += " " + i["text"]
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return transcript
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except Exception as e:
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raise e
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## getting the summary based on Prompt from Google Gemini Pro
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def generate_gemini_content(transcript_text,prompt):
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model=genai.GenerativeModel("gemini-pro")
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response=model.generate_content(prompt+transcript_text)
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return response.text
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st.title("🎥DDS YouTube Note Generator")
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youtube_link = st.text_input("Enter YouTube Video Link:")
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if youtube_link:
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video_id = youtube_link.split("=")[1]
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print(video_id)
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st.image(f"http://img.youtube.com/vi/{video_id}/0.jpg", use_column_width=True)
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if st.button("Get Detailed Notes"):
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transcript_text=extract_transcript_details(youtube_link)
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if transcript_text:
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summary=generate_gemini_content(transcript_text,prompt)
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st.markdown("## Detailed Notes are below:")
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st.write(summary)
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requirements.txt
ADDED
@@ -0,0 +1,5 @@
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youtube_transcript_api
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streamlit
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google-generativeai
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python-dotenv
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pathlib
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