Projects to Showcase Your Skills as Data Scientist

1. Predictive Analytics for Sales

Use historical sales data to build predictive models that forecast future sales. Explore different algorithms like linear regression, decision trees, or time series analysis.

2. Recommendation System

Build a recommendation system to suggest products, movies, or articles to users based on their past preferences and behavior.

3. Image Recognition

Build a model to classify images into different categories using convolutional neural networks (CNNs). Use deep learning frameworks like TensorFlow or PyTorch.

4. Healthcare Analytics

Analyze electronic health records (EHR) data to identify patterns and trends in patient health outcomes.

5. Fraud Detection

Build models to detect fraudulent transactions in financial data using machine learning algorithms. Explore techniques like anomaly detection, supervised learning, or unsupervised learning.

6. Anomaly Detection

Detect anomalies in time-series data, such as network traffic logs or sensor readings, indicating potential security breaches or equipment malfunctions.

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