NNPlayground / pages /About.py
NeonSamurai's picture
Update pages/About.py
e8a168d verified
import streamlit as st
st.set_page_config(page_title="Neural Network Playground", page_icon="🧠", layout="centered")
def main():
st.markdown(
f"""
<h1 style='text-align: center; color: white;'>
🧠 Neural Network Playground
</h1>
""",
unsafe_allow_html=True
)
st.markdown("""<h2 style='text-align: center;'>πŸ” What is a Neural Network?</h2>""", unsafe_allow_html=True)
st.markdown(
"A neural network is a type of machine learning model inspired by how the human brain works. "
"Think of it as a web of tiny processing units (neurons) that work together to recognize patterns, "
"make predictions, and learn from data."
)
st.markdown("---")
st.markdown("""<h2 style='text-align: center;'>βš™οΈ How Does This Playground Work?</h2>""", unsafe_allow_html=True)
st.markdown(
"This interactive app lets you experiment with a simple neural network. "
"By adjusting various settings, you can see how different configurations affect learning and performance."
)
st.markdown("---")
st.markdown("""<h2 style='text-align: center;'>πŸ”§ Configuration Settings Explained</h2>""", unsafe_allow_html=True)
st.markdown("Modify these settings to understand how neural networks learn:")
st.markdown("**🧱 Number of Layers & Neurons**")
st.markdown(
"- More layers and neurons make the network more powerful but can lead to **overfitting**. "
"Think of it like adding more people to solve a problem: sometimes helpful, but too many can cause confusion."
)
st.markdown("**⚑ Learning Rate**")
st.markdown(
"- Determines how fast the network learns. A high learning rate makes quick progress but might miss details, "
"while a low one learns slowly but carefully. It's like choosing between sprinting and walking while learning something new."
)
st.markdown("**πŸš€ Activation Functions**")
st.markdown("These control how neurons pass information. Common options include:")
st.code(
"ReLU (Rectified Linear Unit): Great for deep networks\n"
"Sigmoid: Useful for probability-based problems\n"
"Tanh: Works best when data is centered around zero"
)
st.markdown("**πŸ“† Epochs & Batch Size**")
st.markdown(
"- **Epochs**: How many times the network sees the entire dataset. Too many can cause overfitting."
"\n- **Batch Size**: How many data points the network processes at once. A larger batch makes training faster but uses more memory."
)
st.markdown("---")
st.markdown("""<h2 style='text-align: center;'>πŸ’‘ My Learning Experience</h2>""", unsafe_allow_html=True)
st.markdown(
"When I first started learning about neural networks, everything felt complicated. "
"But after playing around with different settings and seeing how they change the learning process, "
"things started making sense."
)
st.markdown(
"One resource that helped me a lot was the **TensorFlow Playground**. "
"It's an amazing interactive tool that lets you visualize how neural networks learn in real time!"
)
st.markdown("🌐 [Check out the TensorFlow Playground](https://playground.tensorflow.org/)")
st.markdown("---")
st.markdown("""<h2 style='text-align: center;'>πŸš€ Start Experimenting!</h2>""", unsafe_allow_html=True)
st.markdown(
"Now it's your turn! Adjust the settings, train the model, and see how small changes can make a big difference. "
"The best way to learn is by doingβ€”so have fun exploring!"
)
st.markdown("""
<style>
.footer {
width: 100%;
text-align: center;
color: white;
padding: 20px 0;
background: linear-gradient(135deg, #f36f6f, #FF7F50);
box-shadow: 0 4px 12px rgba(0, 0, 0, 0.2);
margin-top: 50px;
border-radius: 10px 10px 0 0;
}
.footer p {
font-size: 18px;
font-weight: bold;
}
.footer a {
color: white;
text-decoration: none;
margin: 0 10px;
transition: transform 0.3s ease, scale 0.2s;
}
.footer a:hover {
transform: scale(1.2);
}
.footer img {
margin-left: 8px;
}
</style>
<div class="footer">
<p>Created with πŸ’‘ by Aamer
<a href='https://linkedin.com/mohd-suhaib-aamer' target='_blank'>
<img src='https://img.icons8.com/fluent/48/000000/linkedin.png' width='24' height='24'/>
</a>
<a href='https://github.com/Suhaib-Aamer' target='_blank'>
<img src='https://img.icons8.com/fluent/48/000000/github.png' width='24' height='24'/>
</a>
</p>
</div>
""", unsafe_allow_html=True)
# Adding a Background
st.markdown(
"""
<style>
.stApp {
background-image: url("https://cdn-uploads.huggingface.co/production/uploads/673f5e166c2774fcc8a82f0b/VHiP7IHKe-9tIY2ZiLIAZ.jpeg");
background-size: cover;
background-position: center;
height: 100vh;
background-attachment: fixed;
}
/* Semi-transparent overlay */
.stApp::before {
content: "";
position: absolute;
top: 0;
left: 0;
width: 100%;
height: 100%;
background: rgba(0, 0, 0, 0.4); /* 40% transparency */
z-index: -1;
}
</style>
""",
unsafe_allow_html=True)
if __name__ == "__main__":
main()