import streamlit as st
st.markdown(
"""
""",
unsafe_allow_html=True
)
st.markdown("""
Introduction to Data Science and AI
""", unsafe_allow_html=True)
st.markdown("
", unsafe_allow_html=True)
st.markdown(' What is Data Science?
', unsafe_allow_html=True)
st.write("**Data Science** is the field that combines statistics, mathematics, and computer science to extract insights and knowledge from structured and unstructured data.")
st.write("Data scientists use a variety of techniques such as machine learning, data mining, and statistical analysis to turn data into actionable insights")
st.markdown(' What is Artifical Intelligence?
', unsafe_allow_html=True)
st.write("In simple words, **Artificial Intelligence (AI)** is a technique by which we can copy/mimic the Human Intelligence to generate Artifical Intelligence")
st.write("Let's take an Example of small born baby")
st.write("""**Example:** Whenever a father wants to teach his baby that what is a dog and cat, father will first show a picture of dog and cat to it's baby.
Then father will say 7-8 times to his baby that it is a dog and cat. Then Baby will understand the difference between cat and dog.
So from next time whenever baby will see dog and cat , he/she will recognize it very clearly. This is possible due to baby's Intelligence which is called **Natural Intelligence**
""")
st.write("Machine don't understand this Natural Intelligence , That's why we use Artifical Intelligence to generate the machine's Intelligence")
st.write("""So to mimic/copy this Natural Intelligence, machine should have 2 concepts:
- Ability to Learn
- Ability to Generate the Intelligence""")
st.write("""To teach the **Learning Ability** to Machine, we have 2 Tools:
+ Machine Learning
+ Deep Learning""")
st.write("To teach the Generating Ability we used **Generative AI**")
st.markdown(' What is Generative AI?
', unsafe_allow_html=True)
st.write("**Generative AI** is a tool by which machine can generate it's own Intelligence depending upon learning")
st.write("By using Generative AI, machine can generate conversations, images, music, stories, videos, designs, synthetic data, etc.")
st.markdown(' What is Machine Learning?
', unsafe_allow_html=True)
st.write("**Machine Learning** is a tool by which we can mimic/copy the Natural Intelligence with ability of **learning** to create artifical Intelligence")
st.write("For learning from the data, ML needs **Data** and **Algorithm** and it uses a relationship function between data and algorithm")
st.write("""Some ML Features:
+ Uses Statistical Methods to learn
+ ML models needs less amount of data to train
+ It always works on **Structured Data**""")
st.markdown(' What is Deep Learning?
', unsafe_allow_html=True)
st.write("**Deep Learning** is a tool by which we can mimic/copy the Natural Intelligence with ability of **learning** to create artifical Intelligence")
st.write("""Some DL Features:
+ Uses Logical Structure (Neural Structure) to learn
+ DL models needs large amount of data to train
+ It can work on **Unstructured Data** and **Semi-Structured Data**""")
st.image("Image/data_science.png", caption="Field and Sunfields")