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Gianluca Manca's Projects

cifar-10_image_classifier icon cifar-10_image_classifier

In this Udacity project, you'll demonstrate the skills you’ve developed in this course by building an image classifier and object detection system using PyTorch and the CIFAR-10 dataset.

disaster_response_pipeline icon disaster_response_pipeline

Udacity Data Scientist Nanodegree: analyze disaster data from Appen to build a model for an API that classifies disaster messages.

dog_breed_classifier icon dog_breed_classifier

Udacity Data Scientist Nanodegree: Given an image of a dog, the algorithm will identify an estimate of the canine’s breed. If supplied an image of a human, the code will identify the resembling dog breed.

face_generation icon face_generation

Using Generative Adversarial Networks (GANs) to generate realistic images based on the CelebA dataset.

finding_donors icon finding_donors

Testing different supervised learning approaches from sklearn for Udacity's Introduction to ML with PyTorch Nanodegree.

identify_customer_segments icon identify_customer_segments

In this Udacity project, two datasets are provided; one with demographic information about the people of Germany, and one with that same information for customers of a mail-order sales company. The aim is to look at relationships between demographics features, cluster the population, and identify customer segments.

recommendation_engines icon recommendation_engines

Udacity Data Scientist Nanodegree: Experimental design and recommendations for user interactions with IBM Watson Studio platform.

text_translation_and_sentiment icon text_translation_and_sentiment

The objective of this project is to analyze the sentiment of movie reviews in three different languages - English, French, and Spanish. We are using pre-trained transformer models from HuggingFace.

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