OneHotEncoder in one go

We are a beginner in machine learning and are excited to process our dataset into the machine learning algorithm. But then we discover that our machine learning algorithm can process only numerical data. And our dataset has values that are non-numeric/strings. Hmmm, so how can we feed this non-numeric data into the algorithm? Here is the stage where OneHotEncoder can help us.