What should you do?
You work as an ML engineer at a social media company, and you are developing a visual filter for users’ profile photos. This requires you to train an ML model to detect bounding boxes around human faces. You want to use this filter in your company’s iOS-based mobile phone application....
Which business metrics should you track to measure your model’s performance?
You work for a gaming company that manages a popular online multiplayer game where teams with 6 players play against each other in 5-minute battles. There are many new players every day. You need to build a model that automatically assigns available players to teams in real time. User research...
How should the project manager work with these risk handling strategies?
A project manager wants to work on understanding the project risks. The project manager works with the integrated project team to develop the risk handling strategies for the identified risks. How should the project manager work with these risk handling strategies?A . Review and revise the strategies periodically. B. Implement...
What should you do?
You are building an ML model to predict trends in the stock market based on a wide range of factors. While exploring the data, you notice that some features have a large range. You want to ensure that the features with the largest magnitude don’t overfit the model. What should...
What should you do?
You recently developed a deep learning model using Keras, and now you are experimenting with different training strategies. First, you trained the model using a single GPU, but the training process was too slow. Next, you distributed the training across 4 GPUs using tf.distribute.MirroredStrategy (with no other changes), but you...
Which Google Cloud tools should you use to complete this task in the most efficient and self-serviced way?
You have been given a dataset with sales predictions based on your company’s marketing activities. The data is structured and stored in BigQuery, and has been carefully managed by a team of data analysts. You need to prepare a report providing insights into the predictive capabilities of the data. You...
What should you use as the input and output for your model?
You work on the data science team for a multinational beverage company. You need to develop an ML model to predict the company’s profitability for a new line of naturally flavored bottled waters in different locations. You are provided with historical data that includes product types, product sales volumes, expenses,...
What should you do?
You work for the AI team of an automobile company, and you are developing a visual defect detection model using TensorFlow and Keras. To improve your model performance, you want to incorporate some image augmentation functions such as translation, cropping, and contrast tweaking. You randomly apply these functions to each...
How should the project manager work with these risk handling strategies?
A project manager wants to work on understanding the project risks. The project manager works with the integrated project team to develop the risk handling strategies for the identified risks. How should the project manager work with these risk handling strategies?A . Review and revise the strategies periodically. B. Implement...
What should you first try to quickly lower the serving latency?
You have trained a DNN regressor with TensorFlow to predict housing prices using a set of predictive features. Your default precision is tf.float64, and you use a standard TensorFlow estimator; estimator = tf.estimator.DNNRegressor( feature_columns=[YOUR_LIST_OF_FEATURES], hidden_units-[1024, 512, 256], dropout=None) Your model performs well, but Just before deploying it to production, you...