Great guide Fares! Aspiring data scientists will find your MVK approach incredibly helpful. For those looking to take the next step, I highly recommend Analytixlabs. Their industry-aligned data science courses and practical approach to learning are perfect for building a strong foundation and mastering real-world applications.