I'm Sofiane OUAARI, a Developer at AMNIS Financial Technology Start-up. Interested and Curious in Data Science/Analysis and building Machine/Deep Learning around them. I am also a Co-Organizer at Google Developers Group Constantine in Algeria.
Learn how to benefit from the encoding/decoding process of an autoencoder to extract features and also apply dimensionality reduction using Python and Keras all that by exploring the hidden values of the latent space.
Learn how to overcome imbalance related problems by either undersampling or oversampling the dataset using different types and variants of smote in addition to the use of the Imblearn library in Python.
Learn how to use Scikit-Learn library in Python to perform feature selection with SelectKBest, random forest algorithm and recursive feature elimination (RFE).
Learn how you can easily perform sentiment analysis on text in Python using vaderSentiment library.
Learn how to use the visualization tool Plotly to implement and create dynamic plots and figures (such as scatters, histograms, and candlesticks) in Python.
Learn how to build a deep learning malaria detection model to classify cell images to either infected or not infected with Malaria Tensorflow 2 and Keras API in Python.
Learn how to use the fxcmpy API in Python to perform trading operations with a demo FXCM (broker) account and learn how to do risk management using Take Profit and Stop Loss
Learn how to handle stock prices in Python, understand the candles prices format (OHLC), plotting them using candlestick charts as well as learning to use many technical indicators using stockstats library in Python.
