📊
Project Mockup
AIML
Predictive Analytics Engine
Client: RetailChain USA
Year: 2024
Duration: 5 months
We built an ML-powered analytics platform for a retail chain operating 150+ stores nationwide, transforming raw data into actionable business intelligence. The engine predicts sales trends, customer churn, optimal inventory levels, and dynamic pricing strategies by combining historical data with real-time inputs. Within the first year, the client increased revenue by 25% and cut inventory waste by 40% — driven entirely by data.
Tech Stack
PythonTensorFlowFastAPIReact
Challenge & Solution
Challenge
- Data cleaning and preprocessing
- Model accuracy requirements
- Real-time predictions
- API scalability
Solution
- TensorFlow models
- FastAPI microservices
- Docker containerization
- Real-time data pipeline
Key Results
25% revenue increase
40% inventory waste reduction
95% prediction accuracy
3x faster decision making