ML-Powered Market Analysis

Amazon Laptop
Sales Intelligence

3 ML algorithms applied to 4,400+ laptops. Price prediction, market segmentation, and value anomaly detection.

$617 Prediction MAE
4 Market Segments
16 Visualizations
4.4K Laptops
$1,147 Avg Price
3 ML Algorithms
35+ Brands
💡 Click any graph to expand • Click again to close

📊 Market Overview

Key Stats
Key Statistics
Top Brands
Top Brands
Price Ranges
Price Distribution

💻 Spec Analysis

Processor Premium
Processor Impact
RAM Impact
RAM vs Price
Price Drivers
What Drives Price

🤖 ML Results

ML Model
🏆 XGBoost Model
Market Segments
4 Market Segments
Value Detection
Value Anomalies

💡 Key Takeaways

Key Takeaways
Summary

What Drives Laptop Prices?

i7 processors command $118 premium over i5. Acer leads premium segment.

Market Analysis
$

Brand Pricing | Processor Impact | RAM vs Price

4,430 laptops analyzed across major brands

Market Segmentation

K-Means clustering identifies 4 distinct market segments

Market Segmentation
K

Budget | Entry | Professional | Premium

PCA visualization with elbow method

Value Anomaly Detection

Isolation Forest finds overpriced and undervalued deals

Anomaly Detection
!

Overpriced vs Undervalued Laptops

Find the hidden deals and avoid overpaying

Advanced Market Analytics

Brand positioning, spec analysis, and value scoring

Brand Positioning
B

Brand Positioning Map

Price vs popularity matrix

Market Segments
S

Market Segments

Budget to Premium breakdown

Value Analysis
V

Value Score Analysis

Best value laptops identified

Spec Heatmap
H

Spec Heatmap

Feature correlation matrix

Exploratory Analysis

Brand, price, and spec distributions

Brand Distribution
B

Brand Distribution

HP and Dell dominate the market

Price Analysis
$

Price Distribution

Most laptops $500-$1,500

RAM Analysis
R

RAM Analysis

8GB and 16GB most common

OS Analysis
O

OS Market Share

Windows dominates

Complete Summary

All insights at a glance

Summary