AI Capstone Project with Deep Learning (IBM AI Engineering Professional Certificate)

Graded Quiz: Checklist: Data Loading : AI Capstone Project with Deep Learning (IBM AI Engineering Professional Certificate) Answers 2025

1. Question 1 — Explore folder structure ✅ Yes ❌ No 2. Question 2 — Loaded & verified non-agri images ❌ Yes ✅ No (Feedback suggests the expected answer is No) 3. Question 3 — Opened image using PIL ❌ Yes ✅ No 4. Question 4 — Visualized image with PIL & matplotlib ❌ Yes… <a href="https://codeshala.io/platform/coursera/course/ai-capstone-project-with-deep-learning-ibm-ai-engineering-professional-certificate/assignment/graded-quiz-checklist-data-loading-ai-capstone-project-with-deep-learning-ibm-ai-engineering-professional-certificate-answers-2025/" rel="bookmark">Graded Quiz: Checklist: Data Loading : AI Capstone Project with Deep Learning (IBM AI Engineering Professional Certificate) Answers 2025</a>

Graded Quiz: Checklist: Data Loading and Augmentation Using Keras :AI Capstone Project with Deep Learning (IBM AI Engineering Professional Certificate) Answers 2025

Question 1 — Did you create the all_image_paths list with correct labels for each class?✅ Yes❌ No Explanation: The all_image_paths list must pair each image path with its correct class label so the model receives accurate (image, label) pairs during training — otherwise labels and data would be misaligned. Question 2 — Did the custom… <a href="https://codeshala.io/platform/coursera/course/ai-capstone-project-with-deep-learning-ibm-ai-engineering-professional-certificate/assignment/graded-quiz-checklist-data-loading-and-augmentation-using-keras-ai-capstone-project-with-deep-learning-ibm-ai-engineering-professional-certificate-answers-2025/" rel="bookmark">Graded Quiz: Checklist: Data Loading and Augmentation Using Keras :AI Capstone Project with Deep Learning (IBM AI Engineering Professional Certificate) Answers 2025</a>

Graded Quiz: Checklist: Data Loading and Augmentation Using PyTorch :AI Capstone Project with Deep Learning (IBM AI Engineering Professional Certificate) Answers 2025

1. Did you verify the dataset structure by checking for agricultural and non-agricultural folders? ✅ Yes❌ No Explanation:Verifying the directory structure ensures the dataset is organized correctly for both the custom class and ImageFolder. 2. Did you implement the CustomBinaryClassDataset class with __init__, __len__, and __getitem__? ✅ Yes❌ No Explanation:These three methods are essential for… <a href="https://codeshala.io/platform/coursera/course/ai-capstone-project-with-deep-learning-ibm-ai-engineering-professional-certificate/assignment/graded-quiz-checklist-data-loading-and-augmentation-using-pytorch-ai-capstone-project-with-deep-learning-ibm-ai-engineering-professional-certificate-answers-2025/" rel="bookmark">Graded Quiz: Checklist: Data Loading and Augmentation Using PyTorch :AI Capstone Project with Deep Learning (IBM AI Engineering Professional Certificate) Answers 2025</a>

Graded Quiz: Data Handling :AI Capstone Project with Deep Learning (IBM AI Engineering Professional Certificate) Answers 2025

1. How should Sarah decide between bulk loading and sequential loading? ❌ Use bulk loading to minimize memory usage and maximize training speed.❌ Choose bulk loading to ensure both low memory usage and slow training speed.✅ Select sequential loading for lower memory usage but potentially slower training speed.❌ Sequential loading is preferred for faster… <a href="https://codeshala.io/platform/coursera/course/ai-capstone-project-with-deep-learning-ibm-ai-engineering-professional-certificate/assignment/graded-quiz-data-handling-ai-capstone-project-with-deep-learning-ibm-ai-engineering-professional-certificate-answers-2025/" rel="bookmark">Graded Quiz: Data Handling :AI Capstone Project with Deep Learning (IBM AI Engineering Professional Certificate) Answers 2025</a>

Graded Quiz: Checklist: Keras-Based Agricultural Land Classifier :AI Capstone Project with Deep Learning (IBM AI Engineering Professional Certificate) Answers 2025

1. Did you load and preprocess the dataset before model training? ✅ Yes❌ No Explanation:Preprocessing prepares data into the correct format and ensures the model trains on clean, consistent inputs. 2. Did you split the dataset into training and validation (or test) sets? ✅ Yes❌ No Explanation:Splitting data allows accurate performance evaluation and reduces overfitting… <a href="https://codeshala.io/platform/coursera/course/ai-capstone-project-with-deep-learning-ibm-ai-engineering-professional-certificate/assignment/graded-quiz-checklist-keras-based-agricultural-land-classifier-ai-capstone-project-with-deep-learning-ibm-ai-engineering-professional-certificate-answers-2025/" rel="bookmark">Graded Quiz: Checklist: Keras-Based Agricultural Land Classifier :AI Capstone Project with Deep Learning (IBM AI Engineering Professional Certificate) Answers 2025</a>

Graded Quiz: Checklist: PyTorch-Based Agricultural Land Classifier :AI Capstone Project with Deep Learning (IBM AI Engineering Professional Certificate) Answers 2025

1. Did you check for GPU availability and set the device accordingly? ✅ Yes❌ No Explanation:Checking torch.cuda.is_available() ensures you use GPU acceleration for faster training when available. 2. Did you define data transformations such as normalization or augmentation? ✅ Yes❌ No Explanation:Transforms standardize inputs and help the model generalize better, especially normalization. 3. Did you… <a href="https://codeshala.io/platform/coursera/course/ai-capstone-project-with-deep-learning-ibm-ai-engineering-professional-certificate/assignment/graded-quiz-checklist-pytorch-based-agricultural-land-classifier-ai-capstone-project-with-deep-learning-ibm-ai-engineering-professional-certificate-answers-2025/" rel="bookmark">Graded Quiz: Checklist: PyTorch-Based Agricultural Land Classifier :AI Capstone Project with Deep Learning (IBM AI Engineering Professional Certificate) Answers 2025</a>

Graded Quiz: Checklist: Pre-trained Model Loading and Evaluation :AI Capstone Project with Deep Learning (IBM AI Engineering Professional Certificate) Answers 2025

1. Did the notebook define and apply data transformations (e.g., normalization, resizing) for both pipelines? ✔️ Yes❌ No Explanation:Ensures both Keras and PyTorch models receive inputs on the same scale, making the comparison fair and unbiased. 2. Did the notebook define a custom PyTorch nn.Module class for the pretrained model architecture? ✔️ Yes❌ No Explanation:PyTorch… <a href="https://codeshala.io/platform/coursera/course/ai-capstone-project-with-deep-learning-ibm-ai-engineering-professional-certificate/assignment/graded-quiz-checklist-pre-trained-model-loading-and-evaluation-ai-capstone-project-with-deep-learning-ibm-ai-engineering-professional-certificate-answers-2025/" rel="bookmark">Graded Quiz: Checklist: Pre-trained Model Loading and Evaluation :AI Capstone Project with Deep Learning (IBM AI Engineering Professional Certificate) Answers 2025</a>

Graded Quiz: Convolutional Neural Network Development :AI Capstone Project with Deep Learning (IBM AI Engineering Professional Certificate) Answers 2025

1. Which metric should Jane use to measure how well the model distinguishes between classes? ❌ Mean Squared Error✅ AU-ROC (Area Under ROC Curve)❌ Model accuracy❌ Cross-entropy loss Explanation:AU-ROC evaluates how well the model separates classes across all thresholds, making it ideal for classification performance assessment. 2. What key component must Liam include in a… <a href="https://codeshala.io/platform/coursera/course/ai-capstone-project-with-deep-learning-ibm-ai-engineering-professional-certificate/assignment/graded-quiz-convolutional-neural-network-development-ai-capstone-project-with-deep-learning-ibm-ai-engineering-professional-certificate-answers-2025/" rel="bookmark">Graded Quiz: Convolutional Neural Network Development :AI Capstone Project with Deep Learning (IBM AI Engineering Professional Certificate) Answers 2025</a>

Graded Quiz: Checklist: Vision Transformers Using Keras :AI Capstone Project with Deep Learning (IBM AI Engineering Professional Certificate) Answers 2025

1. Did you load the pretrained CNN into cnn_model and print its summary? ✅ Yes❌ No Explanation:Printing the backbone summary ensures the pretrained CNN is correctly loaded and layers are available for feature extraction. 2. Did you correctly set feature_layer_name to the layer used for extraction? ✅ Yes❌ No Explanation:Selecting the correct feature layer ensures… <a href="https://codeshala.io/platform/coursera/course/ai-capstone-project-with-deep-learning-ibm-ai-engineering-professional-certificate/assignment/graded-quiz-checklist-vision-transformers-using-keras-ai-capstone-project-with-deep-learning-ibm-ai-engineering-professional-certificate-answers-2025/" rel="bookmark">Graded Quiz: Checklist: Vision Transformers Using Keras :AI Capstone Project with Deep Learning (IBM AI Engineering Professional Certificate) Answers 2025</a>

Graded Quiz: Checklist: Vision Transformers Using PyTorch :AI Capstone Project with Deep Learning (IBM AI Engineering Professional Certificate) Answers 2025

1. Did you implement the ConvNet class for the CNN backbone and instantiate it with num_classes? ✔️ Yes❌ No Explanation:Building the CNN backbone establishes the feature extractor whose outputs serve as input to the transformer. 2. Did you successfully load the stored state_dict and set the CNN to evaluation mode? ✔️ Yes❌ No Explanation:Loading the… <a href="https://codeshala.io/platform/coursera/course/ai-capstone-project-with-deep-learning-ibm-ai-engineering-professional-certificate/assignment/graded-quiz-checklist-vision-transformers-using-pytorch-ai-capstone-project-with-deep-learning-ibm-ai-engineering-professional-certificate-answers-2025/" rel="bookmark">Graded Quiz: Checklist: Vision Transformers Using PyTorch :AI Capstone Project with Deep Learning (IBM AI Engineering Professional Certificate) Answers 2025</a>

Graded Quiz: CNN – Vision Transformer Integration :AI Capstone Project with Deep Learning (IBM AI Engineering Professional Certificate) Answers 2025

1. What should Sarah’s team at InnovateAI do first when using Keras with vision transformers? ❌ Implement a CNN baseline✅ Load a pre-trained vision transformer model and prepare the dataset for transfer learning❌ Collect a huge dataset to train from scratch❌ Design a custom ViT from scratch Explanation:The first step in transfer learning with ViTs… <a href="https://codeshala.io/platform/coursera/course/ai-capstone-project-with-deep-learning-ibm-ai-engineering-professional-certificate/assignment/graded-quiz-cnn-vision-transformer-integration-ai-capstone-project-with-deep-learning-ibm-ai-engineering-professional-certificate-answers-2025/" rel="bookmark">Graded Quiz: CNN – Vision Transformer Integration :AI Capstone Project with Deep Learning (IBM AI Engineering Professional Certificate) Answers 2025</a>