Understanding what bias actually is and taking the right steps to prevent it can be quite useful in the field of data science. — Well, the company has spent a significant amount of revenue to help grow their business with the aid of machine learning. As a person who is mostly involved in the data cleaning and data preparation along with performing valuable predictions for the company, there is one more important factor to…

With the help of artificial intelligence and machine learning, it is possible to predict Airbnb house prices depending on location, room type, and reviews. — Airbnb is a solid company that allows users to book rooms for guests and also allows them to access the conditions by letting them know about the previous reviews by people who have stayed at the location. If you are a person who is using Airbnb to host rooms for…

Learn various ways in which you can possibly earn (as a data scientist or a machine learning engineer) income apart from just your regular job — There are a large number of job openings for data scientists or machine learning engineers. If you are in the journey of becoming one, ensure that you get a masters or a PhD Degree from top universities along with having the right amount of practical experience for the job. Furthermore…

The real-world impact that a project makes with the use of machine learning and data science can be a game changer when it comes to interviewing for data science and machine learning related positions. — There are many websites and blogs that highlight the importance of building portfolios to land your first machine learning or data science job provided that you do not have enough experience. While this could not be further from the truth, it is also important to consider how much of an…

Understanding the latest trends and developments taking place in the field of machine learning and artificial intelligence can have a good impact in the way we try to learn about the ML use cases and tools. — When we look at the present, there are powerful applications of artificial intelligence in diverse fields such as in agriculture, retail, manufacture and automobile industries. Furthermore, there are newer and much more sophisticated applications being developed in the aeronautics industry as well along with many others. In light of this…

Understanding the importance of monitoring the ML and deep learning models after production can have a significant impact that these models create to the business organization. — As a person who is involved in mostly the data related activities such as data processing, data manipulation and model predictions, you are also given an additional task as a data scientist or a machine learning engineer to deploy the product in real-time. …

Learning to type without looking at the keyboard with accuracy can have a good impact in your career trajectory for data related positions. — There is a lot of emphasis towards building data science and machine learning solutions across various projects in many top tech companies. Furthermore, the healthcare industry is also currently relying more on data scientists to make predictions about whether a patient is going to suffer from various diseases such as…

Learning the important practices done by data scientists and machine learning engineers ensures that one produces work that is high quality and impactful in the organization. — There has been a large number of courses that teach the fundamentals of programming and data science. They do a good job in reinforcing various concepts in machine learning and show various steps that are usually followed when building a project with ML capabilities. …

Understanding the essential steps present in machine learning can be beneficial so that one can organize and focus their energy and resources to completing each step in the overall ML workflow. — Oftentimes in machine learning, there is a confusion about how to build a scalable and robust models which can be deployed in real-time. The thing that mostly complicates this is the lack of knowledge about the overall workflow in machine learning. Understanding the various steps in machine learning workflow can…