The role of a data scientist will require you to run various algorithms on data to obtain results and make predictions. While there are various algorithms, some are used most often. You must have a good understanding of these.
The algorithms that every data scientist must know are logistic regression, K-means clustering, K nearest neighbours, classifications, principal component analysis, reinforcement learning, and gradient descent.