📚 Syllabus & Course Curriculum
Antimicrobial Resistance (AMR)
Module-by-module breakdown of AI for Autonomous Defense Drones and Surveillance, from foundations to a certified capstone project.
Outline
Develop a comprehensive understanding of linear algebra and calculus for AI applications • Analyze the fundamentals of probability and statistics for machine learning • Design basic neural network architectures using Python and popular deep learning libraries
Outline
Configure data pipelines for autonomous defense drones using Apache Beam and Google Cloud Dataflow • Implement data preprocessing techniques for image and sensor data using OpenCV and Pandas • Evaluate the effectiveness of feature engineering methods for improving model performance
Outline
Design and implement convolutional neural networks (CNNs) for object detection and tracking • Develop and train recurrent neural networks (RNNs) for time-series forecasting and prediction • Analyze the performance of different model architectures for autonomous defense drone applications
Outline
Implement hyperparameter tuning using grid search, random search, and Bayesian optimization • Evaluate the performance of trained models using metrics such as accuracy, precision, and recall • Develop and implement early stopping and learning rate scheduling techniques for improved training
Outline
Configure and deploy models using TensorFlow Serving and Docker containers • Implement continuous integration and continuous deployment (CI/CD) pipelines using Jenkins and GitLab • Develop and implement monitoring and logging systems for production workflows
Outline
Analyze the ethical implications of AI systems for autonomous defense drones • Develop and implement techniques for bias mitigation and fairness in AI decision-making • Evaluate the effectiveness of explainability methods for AI models
Outline
Develop business cases for the adoption of AI-powered autonomous defense drones • Implement AI solutions for real-world industry applications and case studies • Evaluate the return on investment (ROI) and cost-benefit analysis of AI-powered autonomous defense drones
Earn government-registered certification in AI for Autonomous Defense Drones and Surveillance
e-Certificate and e-Marksheet issued on successful completion.
