CertNexus AIP-210 CertNexus Certified Artificial Intelligence Practitioner (CAIP) Online Training
CertNexus AIP-210 Online Training
The questions for AIP-210 were last updated at Nov 19,2024.
- Exam Code: AIP-210
- Exam Name: CertNexus Certified Artificial Intelligence Practitioner (CAIP)
- Certification Provider: CertNexus
- Latest update: Nov 19,2024
You and your team need to process large datasets of images as fast as possible for a machine learning task. The project will also use a modular framework with extensible code and an active developer community.
Which of the following would BEST meet your needs?
- A . Caffe
- B . Keras
- C . Microsoft Cognitive Services
- D . TensorBoard
Which of the following principles supports building an ML system with a Privacy by Design methodology?
- A . Avoiding mechanisms to explain and justify automated decisions.
- B . Collecting and processing the largest amount of data possible.
- C . Understanding, documenting, and displaying data lineage.
- D . Utilizing quasi-identifiers and non-unique identifiers, alone or in combination.
A data scientist is tasked to extract business intelligence from primary data captured from the public.
Which of the following is the most important aspect that the scientist cannot forget to include?
- A . Cyberprotection
- B . Cybersecurity
- C . Data privacy
- D . Data security
For a particular classification problem, you are tasked with determining the best algorithm among SVM, random forest, K-nearest neighbors, and a deep neural network. Each of the algorithms has similar accuracy on your data. The stakeholders indicate that they need a model that can convey each feature’s relative contribution to the model’s accuracy.
Which is the best algorithm for this use case?
- A . Deep neural network
- B . K-nearest neighbors
- C . Random forest
- D . SVM
A dataset can contain a range of values that depict a certain characteristic, such as grades on tests in a class during the semester. A specific student has so far received the following grades: 76,81, 78, 87, 75, and 72. There is one final test in the semester.
What minimum grade would the student need to achieve on the last test to get an 80% average?
- A . 82
- B . 89
- C . 91
- D . 94
Which three security measures could be applied in different ML workflow stages to defend them against malicious activities? (Select three.)
- A . Disable logging for model access.
- B . Launch ML Instances In a virtual private cloud (VPC).
- C . Monitor model degradation.
- D . Use data encryption.
- E . Use max privilege to control access to ML artifacts.
- F . Use Secrets Manager to protect credentials.
A healthcare company experiences a cyberattack, where the hackers were able to reverse-engineer a dataset to break confidentiality.
Which of the following is TRUE regarding the dataset parameters?
- A . The model is overfitted and trained on a high quantity of patient records.
- B . The model is overfitted and trained on a low quantity of patient records.
- C . The model is underfitted and trained on a high quantity of patient records.
- D . The model is underfitted and trained on a low quantity of patient records.
When working with textual data and trying to classify text into different languages, which approach to representing features makes the most sense?
- A . Bag of words model with TF-IDF
- B . Bag of bigrams (2 letter pairs)
- C . Word2Vec algorithm
- D . Clustering similar words and representing words by group membership
Which of the following options is a correct approach for scheduling model retraining in a weather prediction application?
- A . As new resources become available
- B . Once a month
- C . When the input format changes
- D . When the input volume changes
Which of the following tools would you use to create a natural language processing application?
- A . AWS DeepRacer
- B . Azure Search
- C . DeepDream
- D . NLTK
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