need a data scientist of machine learning engineer
Budget: $10 – $30 USD
I only need a model no front end for : 'First, we collect data on the user's browsing history, app usage, calendar events, and location. We ensure we have the user's permission to access this data and store it securely on the device using SQLite.
The data is then cleaned and processed, and important features are extracted to understand the user's interests. This could include frequently visited websites, commonly used apps, or types of calendar events.
We then design a machine learning model, trained directly on the device, to create a profile of the user's interests. The model uses unsupervised learning techniques like clustering and Natural Language Processing (NLP) for keyword extraction. Depending on the complexity of the data, deep learning techniques might be used.
To match event suggestions to the user profile, we create a matching engine that compares the event details with the user's profile. The users can provide feedback on these suggestions, which helps refine the model over time.
The key point is that all this happens on the user's device..'
The data is then cleaned and processed, and important features are extracted to understand the user's interests. This could include frequently visited websites, commonly used apps, or types of calendar events.
We then design a machine learning model, trained directly on the device, to create a profile of the user's interests. The model uses unsupervised learning techniques like clustering and Natural Language Processing (NLP) for keyword extraction. Depending on the complexity of the data, deep learning techniques might be used.
To match event suggestions to the user profile, we create a matching engine that compares the event details with the user's profile. The users can provide feedback on these suggestions, which helps refine the model over time.
The key point is that all this happens on the user's device..'