About this certification
The Certification: Build and Evaluate Medical AI Models with TensorFlow equips you to develop and assess advanced AI solutions for healthcare using industry-leading tools. Gain expertise in practical implementation, clinical model evaluation, and adapt to future challenges in medical technology for a future-proof career. Enroll now to unlock higher income potential and harness the power of AI in medicine.
This certification covers the following topics:
- The Potential of Machine Learning in Healthcare
- Practical Implementation with TensorFlow
- Importance of Model Evaluation in a Clinical Context
- Working with Medical Imaging Data
- The Process of Data Preparation
- Understanding and Mitigating Data Imbalance
- Evaluation Metrics: Accuracy, Sensitivity, Specificity, and AUC
- Visualisation and Interpretation of Model Performance
- The Significance of Choosing an Appropriate Decision Threshold
- Model Saving and Deployment
- Real-World Application: Detecting Cardiomegaly
- Transfer Learning and Data Augmentation in Medical AI
- Ethical Implications of Using AI for Medical Diagnosis
- Integrating AI Models into Clinical Workflows
