The field of machine learning is gaining prominence in various industries, creating a promising career pathway for both freshers and mid-career professionals. With a surge in demand for roles such as ML engineers, data scientists, and AI research scientists, there are plenty of opportunities for those looking to switch to machine learning. However, a seamless transition requires both technical and non-technical skills, including proficiency in programming languages and machine learning frameworks.