Data Science Road Map- A New approach for developing your career in Data Science.

Data science involves utilizing domain knowledge, programming skills, mathematics, and statistics to derive meaningful insights from data. It encompasses the application of machine learning algorithms to different data types like text, images, video, and audio, leading to the development of artificial intelligence systems capable of performing human-like tasks. As a result, these systems generate valuable business insights that analysts and business users can translate into actionable business value.

In simpler terms, a data scientist is someone who practices the art of data science. They possess expertise in various scientific disciplines, utilizing their knowledge of mathematics, statistics, computer science, and more to solve complex data problems.

The role of a data scientist involves leveraging large volumes of data to investigate problems and applying statistical techniques to derive significant and valuable conclusions. They employ advanced modeling techniques, such as machine learning and deep learning, and effectively communicate their findings to stakeholders in areas such as marketing, sales, and engineering, while also providing potential solutions.

There are several types of data science roles, including:

• Data Scientist: A data scientist possesses comprehensive knowledge of various aspects of data science, including data collection, processing, analysis, presentation, and extracting decision-making information.
• Data Analyst: Although often confused with data scientists, data analysts primarily focus on analyzing data within the data warehouse. They create queries, develop data visualizations, and collaborate with the business to generate reports and uncover valuable insights.
• Machine Learning Engineer: A machine learning engineer specializes in building and deploying machine learning models. They have expertise in developing scalable pipelines, implementing algorithms, and optimizing models for performance. They work closely with data scientists and software engineers to integrate…