๐Ÿ”ฌ Simulations

AI in the Real World

Watch AI solve actual problems โ€” spam detection, sentiment analysis, image recognition, stock prediction, and more!

๐Ÿงญ How the Simulations Work
1
Pick a simulation from the cards below
โ†’
2
Load a dataset sample or enter your own input
โ†’
3
Run the AI model and see live predictions
โ†’
4
Read the explanation to understand why
๐Ÿ“ง

Spam Detector

NLP ยท Naive Bayes
1Type or paste email text below
2Model scores spam keywords
3Bayes theorem returns probability

Type or paste an email text. The AI classifies it as spam or legitimate using Naive Bayes with keyword probabilities.

๐Ÿ“‚ Try a dataset sample:
๐Ÿ”ด Spam indicators: freewinprize clickmoneyoffer lotteryguaranteed
๐Ÿ˜Š

Sentiment Analysis

NLP ยท Lexicon-based
1Enter any text or review
2Model scores positive/negative words
3Returns sentiment + confidence bars

Enter any text and the AI detects sentiment (positive, negative, neutral) like a real product review analyzer.

๐Ÿ“‚ Try a dataset sample:
๐Ÿ 

House Price Predictor

Regression ยท Linear Model
1Set house features below
2Linear regression weights each feature
3Returns predicted price + feature impact

Enter house features and the ML model predicts the price using linear regression trained on real estate data.

๐Ÿ“‚ Try a dataset sample:
โœ๏ธ

Digit Recognizer

CNN ยท Computer Vision
1Draw a digit (0โ€“9) on the canvas
2CNN analyzes pixel zones & shapes
3Returns digit + confidence scores

Draw a digit (0-9) on the black canvas using your mouse or touch. The CNN analyzes pixel patterns โ€” bounding box, stroke density, holes, and projections โ€” to recognize it.

๐Ÿ’ก Drawing tips for accuracy:
Draw large โ€” fill most of the canvas Draw slowly and clearly 0 = closed oval  |  1 = vertical stroke 8 = two stacked loops  |  7 = top bar + diagonal

Draw a digit and click Recognize

๐Ÿ–ผ๏ธ

Image Classifier

CNN ยท ResNet Demo
1Select a sample image below
2ResNet-50 CNN processes features
3Top-5 ImageNet labels + confidence

Select a sample image and see how a CNN (ResNet-50) classifies it across 1000 ImageNet categories with confidence scores.

๐Ÿฑ Cat
๐Ÿ• Dog
๐Ÿš— Car
๐ŸŒธ Flower
๐Ÿฆ… Bird
๐Ÿ• Pizza
๐Ÿฑ
๐Ÿ“ˆ

Stock Predictor

LSTM ยท Time Series
1Pick a stock ticker below
2LSTM reads 30-day price history
3Predicts next-day direction & price

See how LSTM networks model time-series stock data. Visualize historical data and the model's next-day prediction.