Which Machine Learning Algorithm Should You Use By Problem Type?

When I was beginning my way in data science, I often faced the problem of choosing the most appropriate algorithm for my specific problem. If you're like me, when you open some article about machine learning algorithms, you see dozens of detailed descriptions. The paradox is that they don't ease the choice. Remember, the list of Machine Learning Algorithms I mentioned are the ones that are mandatory to have a good knowledge of, while you are a beginner in Machine/Deep Learning! Now that we have some intuition about types of machine learning tasks, let's explore the most popular algorithms with their applications in real life, based on their problem statements!