Enroll Course: https://www.coursera.org/learn/ibm-ai-workflow-business-priorities-data-ingestion
In the rapidly evolving landscape of Artificial Intelligence, understanding and implementing effective workflows is paramount for success. IBM’s ‘AI Workflow: Business Priorities and Data Ingestion’ course on Coursera offers a crucial starting point for any data scientist looking to build robust AI solutions. This is the foundational course of a six-part specialization, and it’s vital to approach it as such – each module builds sequentially, creating a comprehensive understanding of the entire AI lifecycle.
This initial course is designed for practicing data scientists who already possess a solid understanding of data science principles. It kicks off with an ‘IBM AI Enterprise Workflow Introduction,’ setting the stage for the specialization’s goals and ensuring you have the necessary prerequisites. The course emphasizes the importance of a structured process, introducing Design Thinking as a framework for cross-disciplinary application, highlighting that consistency in process is more critical than the specific methodology.
The ‘Data Collection’ module delves into identifying and articulating business opportunities, stressing the need for a scientific approach to understanding business use cases. It draws parallels to investigative work, encouraging a pause to think scientifically about the primary processes involved in this crucial stage. This section is invaluable for ensuring your AI initiatives are aligned with tangible business objectives.
Finally, the ‘Data Ingestion’ module tackles one of the most time-consuming aspects of a data scientist’s job: cleaning, parsing, assembling, and validating data. With data cleaning often consuming 60% or more of a project’s time, this module provides practical insights and a case study to navigate this complex but essential phase. It equips learners with strategies to manage the intricacies of bringing raw data into a usable format.
Overall, ‘AI Workflow: Business Priorities and Data Ingestion’ is an excellent investment for data scientists aiming to streamline their AI projects and ensure their work delivers real business value. It provides a solid framework and practical considerations that are essential for any professional in the field.
Enroll Course: https://www.coursera.org/learn/ibm-ai-workflow-business-priorities-data-ingestion