Sofiane Ouaari's Articles

Autoencoders for Dimensionality Reduction using TensorFlow in Python

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.

Imbalance Learning With Imblearn and Smote Variants Libraries in Python

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.

Feature Selection using Scikit-Learn 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).

Sentiment Analysis using VADER in Python

Learn how you can easily perform sentiment analysis on text in Python using vaderSentiment library.

How to Create Plots with Plotly In Python

Learn how to use the visualization tool Plotly to implement and create dynamic plots and figures (such as scatters, histograms, and candlesticks) in Python.

How to Perform Malaria Classification using TensorFlow 2 and Keras 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.

Algorithmic Trading with FXCM Broker 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

Introduction to Finance and Technical Indicators with Python

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.