{"@context":"https://w3id.org/openbadges/v2","id":"https://milestone.campuslabs.com/api/v20/badge/1282488200/","uid":"1282488200","name":"Deep Learning","description":"The Deep Learning badge introduces the field of deep neural network-enabled machine learning with applications in computer vision and natural language processing. Deep learning is behind many recent advances in artificial intelligence, including speech recognition and self-driving cars. Learners work on big data projects using cloud resources from fastest supercomputers in the world.","type":"BadgeClass","image":"https://milestone.campuslabs.com/milestone/media/badge_image_uploads/2025/08/28/HC_SA_CompSci_DeepLearning_A_1.png","criteria":{"id":"https://milestone.campuslabs.com/org/1323717515/badge/1282488200","narrative":":multi: This ADVANCED level badge is equivalent to a 3-credit, master's-level course. Earning a grade of B or better is required for this badge. -- 1. Design, implement and train deep learning models, including CNNs, RNNs and Transformers.\n2. Use frameworks like TensorFlow and PyTorch to build and optimize models.\n3. Process large datasets on cloud platforms (AWS, Google Cloud) or high-performance computing systems.\n4. Evaluate model performance using metrics (accuracy, precision-recall) and debugging techniques (e.g., overfitting, vanishing gradients).\n5. Apply model explainability tools (e.g., SHAP, LIME) to interpret predictions.\n6. Build solutions for computer vision tasks (image classification, object detection) and NLP tasks (text summarization, translation).\n7. Develop an end-to-end project portfolio showcasing data preprocessing, training and deployment of deep learning models.\n8. Analyze deep learning research papers to understand state-of-the-art advancements.\n9. Address ethical challenges in AI, including bias, fairness and privacy concerns.\n10. Deploy models at scale using Docker/Kubernetes and integrate cloud resources.\n11. Collaborate on team projects and apply professional tools such as Git and version control.. "},"issuer":"https://milestone.campuslabs.com/api/v20/issuer/1323717515/","tags":["Deep Learning","Artificial Intelligence","Computer Vision","Natural Language Processing (NLP)","Machine Learning Frameworks"],"alignment":[{"targetName":"Communication","targetUrl":"https://www.hood.edu/offices-services/institutional-assessment/institutional-learning-outcomes","targetDescription":"The badge earner will communicate clearly and effectively in oral, written and/or visual formats, consistent with the standards of their discipline.","targetCode":"GSO_Comm"},{"targetName":"Research","targetUrl":"https://www.hood.edu/offices-services/institutional-assessment/institutional-learning-outcomes","targetDescription":"The badge earner will identify and explore relevant questions and/or problems by accessing, evaluating, applying and/or conducting research using discipline-specific strategies.","targetCode":"GSO_Res"},{"targetName":"Critical Reasoning","targetUrl":"https://www.hood.edu/offices-services/institutional-assessment/institutional-learning-outcomes","targetDescription":"The badge earner will approach content and tasks with a critical awareness, framed by knowledge and skills appropriate to their discipline.","targetCode":"GSO_CriReas"},{"targetName":"Problem Solving","targetUrl":"https://www.hood.edu/offices-services/institutional-assessment/institutional-learning-outcomes","targetDescription":"The badge earner will apply advanced disciplinary content knowledge and strategies to understand and address problems and questions relevant to their discipline and to which they have not previously been introduced.","targetCode":"GSO_ProbSolv"},{"targetName":"Diversity","targetUrl":"https://www.hood.edu/offices-services/institutional-assessment/institutional-learning-outcomes","targetDescription":"The badge earner will recognize and engage diverse ideas, perspectives and/or traditions that inform their discipline, profession and graduate experience.","targetCode":"GSO_Div"},{"targetName":"Professionalism","targetUrl":"https://www.hood.edu/offices-services/institutional-assessment/institutional-learning-outcomes","targetDescription":"The badge earner will engage in legal, ethical and professional behaviors consistent with their discipline, including leadership, teamwork and/or other responsibilities to key stakeholders.","targetCode":"GSO_Prof"}]}