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The Amazon MLS-C01 (AWS Certified Machine Learning - Specialty) Certification Exam is a comprehensive and challenging test designed for individuals who want to demonstrate their expertise in machine learning on the Amazon Web Services (AWS) platform. This exam validates your knowledge and skills in designing, implementing, and maintaining machine learning solutions using AWS services. The certification is suitable for professionals who have experience in data science, software engineering, and cloud computing.
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Understanding functional and technical aspects of AWS Certified Machine Learning Specialty Exam Exploratory Data Analysis
The following will be dicussed here:
- Analyze and visualize data for machine learning
- Sanitize and prepare data for modeling
- Perform feature engineering
Understanding functional and technical aspects of AWS Certified Machine Learning - Specialty Machine Learning Implementation and Operations
The following will be discussed in AMAZON MLS-C01 exam dumps pdf:
- Apply basic AWS security practices to machine learning solutions
- Build machine learning solutions for performance, availability, scalability, resiliency, and fault tolerance
- Deploy and operationalize machine learning solutions
- Recommend and implement the appropriate machine learning services and features for a given problem
Amazon AWS Certified Machine Learning - Specialty Sample Questions (Q71-Q76):
NEW QUESTION # 71
A Machine Learning Specialist is building a prediction model for a large number of features using linear models, such as linear regression and logistic regression During exploratory data analysis the Specialist observes that many features are highly correlated with each other This may make the model unstable What should be done to reduce the impact of having such a large number of features?
- A. Use matrix multiplication on highly correlated features.
- B. Perform one-hot encoding on highly correlated features
- C. Create a new feature space using principal component analysis (PCA)
- D. Apply the Pearson correlation coefficient
Answer: B
NEW QUESTION # 72
A Machine Learning Specialist is required to build a supervised image-recognition model to identify a cat. The ML Specialist performs some tests and records the following results for a neural network-based image classifier:
Total number of images available = 1,000 Test set images = 100 (constant test set) The ML Specialist notices that, in over 75% of the misclassified images, the cats were held upside down by their owners.
Which techniques can be used by the ML Specialist to improve this specific test error?
- A. Increase the dropout rate for the second-to-last layer.
- B. Increase the number of layers for the neural network.
- C. Increase the number of epochs for model training.
- D. Increase the training data by adding variation in rotation for training images.
Answer: C
NEW QUESTION # 73
A Machine Learning Specialist is building a convolutional neural network (CNN) that will classify 10 types of animals. The Specialist has built a series of layers in a neural network that will take an input image of an animal, pass it through a series of convolutional and pooling layers, and then finally pass it through a dense and fully connected layer with 10 nodes The Specialist would like to get an output from the neural network that is a probability distribution of how likely it is that the input image belongs to each of the 10 classes Which function will produce the desired output?
- A. Smooth L1 loss
- B. Softmax
- C. Rectified linear units (ReLU)
- D. Dropout
Answer: B
NEW QUESTION # 74
A company is observing low accuracy while training on the default built-in image classification algorithm in Amazon SageMaker. The Data Science team wants to use an Inception neural network architecture instead of a ResNet architecture.
Which of the following will accomplish this? (Choose two.)
- A. Use custom code in Amazon SageMaker with TensorFlow Estimator to load the model with an Inception network, and use this for model training.
- B. Download and apt-get installthe inception network code into an Amazon EC2 instance and use this instance as a Jupyter notebook in Amazon SageMaker.
- C. Customize the built-in image classification algorithm to use Inception and use this for model training.
- D. Create a support case with the SageMaker team to change the default image classification algorithm to Inception.
- E. Bundle a Docker container with TensorFlow Estimator loaded with an Inception network and use this for model training.
Answer: A,C
NEW QUESTION # 75
A manufacturing company has structured and unstructured data stored in an Amazon S3 bucket. A Machine Learning Specialist wants to use SQL to run queries on this data.
Which solution requires the LEAST effort to be able to query this data?
- A. Use AWS Lambda to transform the data and Amazon Kinesis Data Analytics to run queries.
- B. Use AWS Glue to catalogue the data and Amazon Athena to run queries.
- C. Use AWS Data Pipeline to transform the data and Amazon RDS to run queries.
- D. Use AWS Batch to run ETL on the data and Amazon Aurora to run the queries.
Answer: B
NEW QUESTION # 76
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