Davide's repositories
Excel_Automation
Repository for the excel automation ideas in Python
Twitter_election_scraper
This python script scrapes tweets from specific users and organizes them in a convenient CSV file. The goal is to collect tweets about the 2020 election and perform sentiment analysis on them at a later time.
Automated_login
This python scripts uses Selenium to automate the stack overflow's login page.
Corona_Invaders
Corona Invader is a replica of the famous Space Invader, with a twist. In the game, you impersonate the Unites States, and you will have to beat the coronavirus by shooting syringes or vaccines, depending on your imagination.
Stock_Price_Predictor
This projects allows users to predict stock prices through the use of scikit-learn to train a support vector regression on a Google Finance dataset (apple in this case). The code produces a graph showing the 3 model used: RBF, Linear, and Polynomial (RBF turned out to be the best one). The Machine Learning model can be adjusted to Keras, as well, to adapt it to Neural Networks. A further upgrade might be prediction of stock prices by using sentiment analysis and price history.
Automate_Coronavirus
This python script tracks and scrapes the data from www.worldometers.info/coronavirus with the end goal of automating coronavirus reporting. The collected data gets exported in a convenient CSV file. You can also integrate twilio to get daily messages containing the coronavirus statistics.
Python_Chatbot
A simple chatbot
Tik_Tok_Blocker
A very useful extension to stop you from visiting tiktok.com
Gender-Classification-App
This gender classifier uses scikit-learn ML library to train a decision tree on a dataset of body measures (height, width, and shoe size) based on sex. Consequentially, we can predict someone's gender by setting specific body metrics as input.
Movie_Recommendation_System
I've used the LighFM library to train a hybrid content-based + collaborative algorithm that uses the WARP loss function on the movielens dataset. Movielens is a great source of movies and ratings from thousands of users. The model will create personalized movie recommendations in a setup environment (Terminal)
Plus-Health
Plus health is a family of health applications and services that makes it easier for a person to be healthy, makes it easier for hospital and doctors to directly track a patient's health and communicate with patients swiftly. Plus health helps a patient to keep track of his symptoms and predict the disease according to it and makes it possible for patients to seamlessly schedule an appointment with doctors.
TF_Chatbot
Implemented TensorFlow Sequence to Sequence model to train a ChatBot on a Movie Dialogue Dataset provided by Cornell. The model should take a few hours to fully train. Currently working on the UI. Also, I look forward to improve this model to adapt TF learn. It will then generate styled-specific sentences. It is interesting to play with the hyperparameters as well.
Twitter_Sentiment_Analysis_App
This app analyzes Tweets and performs a Sentiment Analysis to see how positive or negative each tweet is about whatever topic we choose. It uses tweepy to get access to the Twitter API (where I create a profile as a develop and created an app), and TextBlob library to perform the Sentiment Analysis on the Tweets.
webdevbootcamp
All source code for back-end projects from the Web Developer Bootcamp
Coding_Interviews_Prep
Repo containing interview problems solutions
GAB2019Sample
A sample .NET Core 2.2 web application and a Unit Test project for a Global Azure Bootcamp 2019 talk
Genetic_Algorithm
This project uses the MAGIC Gamma Telescope dataset to build a classifier. This, will train on the dataset and it will be able to classify if the energy is Gamma Radiation or Hadron Radiation. This project was possible thanks to the help of a genetic programming library called tpot. The model can be use to make estimations about countries (e.g has the temperature in country x risen over the past 10 years?)
Live_Classifier
MobileNet to classify real-time images through the use of the webcam
pizzapi
A Python wrapper for the Dominos Pizza API
Two-Layer-Neural-Net
Played with the data from the Weed Detection in Soybean crops