Enroll Course: https://www.coursera.org/learn/ibm-ai-workflow-machine-learning-vr-nlp
Embarking on the journey of Artificial Intelligence can feel daunting, but structured learning paths are key. The “AI Workflow: Machine Learning, Visual Recognition and NLP” course on Coursera, part of IBM’s AI Enterprise Workflow Certification specialization, offers precisely that. This course, the fourth in the series, is designed to build upon previous knowledge, focusing on the practical application of AI in a business context.
The syllabus is thoughtfully divided into two core modules. The first, “Model Evaluation and Performance Metrics,” tackles the crucial, often complex, topic of assessing model performance. It emphasizes iterative evaluation for continuous improvement, introducing a wide array of metrics and linear models. This section is designed to solidify your understanding of baseline models before diving into more advanced concepts. The highlight here is the application of Natural Language Processing (NLP) in a classification scenario, culminating in connecting model performance directly to business metrics, a vital step in demonstrating AI’s real-world utility.
The second module, “Building Machine Learning and Deep Learning Models,” shifts focus to model construction. It provides a comprehensive overview of supervised learning methods, with a particular emphasis on tree-based algorithms (like random forests and boosting) and deep learning. These tree-based methods serve as an excellent bridge between simpler linear models and the more complex, less interpretable deep learning architectures. For deep learning, the course leverages TensorFlow to guide you through building, tuning, and iterating on neural networks, including popular architectures. The practical application comes in the form of implementing a Convolutional Neural Network (CNN) and preparing it for deployment, a tangible skill for anyone looking to work with visual recognition tasks.
Overall, this course is a strong recommendation for anyone looking to gain hands-on experience with the practical aspects of AI workflows. The sequential nature of the specialization ensures a robust understanding, and this particular course provides essential skills in model evaluation and construction that are directly applicable to real-world business challenges.
Enroll Course: https://www.coursera.org/learn/ibm-ai-workflow-machine-learning-vr-nlp