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Rosario Sapienza's Projects

autotrader icon autotrader

A Python-based development platform for automated trading systems - from backtesting to optimisation to livetrading.

fastbook icon fastbook

The fastai book, published as Jupyter Notebooks

handson-ml2 icon handson-ml2

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

lise icon lise

Learning based Image Scale Estimation (LISE) for Quantitative Visual Inspection

sql-server-samples icon sql-server-samples

Azure Data SQL Samples - Official Microsoft GitHub Repository containing code samples for SQL Server, Azure SQL, Azure Synapse, and Azure SQL Edge

stockpredictionai icon stockpredictionai

In this noteboook I will create a complete process for predicting stock price movements. Follow along and we will achieve some pretty good results. For that purpose we will use a Generative Adversarial Network (GAN) with LSTM, a type of Recurrent Neural Network, as generator, and a Convolutional Neural Network, CNN, as a discriminator. We use LSTM for the obvious reason that we are trying to predict time series data. Why we use GAN and specifically CNN as a discriminator? That is a good question: there are special sections on that later.

tensorflow icon tensorflow

An Open Source Machine Learning Framework for Everyone

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