TQ Generative AI Assessment What is the purpose of the TextBrewer library in NLP?To provide pre-trained word embeddingsTo offer a toolkit for knowledge distillation in NLPTo perform sentiment analysisTo generate text summariesWhat type of platform does Databricks offer?Social mediaUnified analyticsE-commerceGamingWhich technique is used to automatically generate unit tests for ML models in MLOps?Model compressionProperty-based testingEnsemble learningData augmentationWhat is the main advantage of deep learning over traditional machine learning?It's always more accurateIt can find complex patterns in large datasetsIt requires less computational powerIt's easier to implementWhat type of AI model is DALL-E?Convolutional Neural Network (CNN)Recurrent Neural Network (RNN)TransformerSupport Vector Machine (SVM)What is a challenge in evaluating the quality of generated graphs?Defining meaningful and computable graph similarity metricsAccounting for the diversity and variability of real-world graphsAssessing the semantic validity and coherence of generated graphsAll of the aboveWhy is it important to address AI bias?To increase AI speedTo ensure fair and ethical outcomesTo reduce computational costTo maximize data collectionWhich tool is commonly used for orchestrating GPU-accelerated workflows in MLOps?TensorFlowPyTorchRAPIDSScikit-learnHow can users provide feedback to improve ChatGPT?By rating the helpfulness of each responseBy submitting detailed bug reports and feature requestsBy participating in regular user satisfaction surveysThere is no direct user feedback mechanismWhy doesn't the function output all words from the input string to the console?It's designed to extract only key phrasesThe function has a word limitIt only outputs words above a certain lengthThe function is filtering common wordsWhat advancements has generative AI made in video game development?Creating realistic game environmentsGenerating game rulesPlaying games to find bugsDesigning game coversWhat is model interpretability in AI?The ability of AI to interpret human languagesThe understandability of AI decision-making processesThe speed of AI model processingThe cost of AI model developmentWhich principle emphasizes the need to collect data from a variety of sources and demographics?Bias AssessmentFairness MeasuresData DiversityTransparencyIn what approach in Deep Learning does the model learn to understand and label data on its own, reducing the dependence on large labeled datasets?Hybrid AISupervised learningSelf-supervised learningUnsupervised learningThe next word prediction objective in language modeling is used to:Predict the sentiment of the next wordPredict the topic of the next wordPredict the length of the next wordPredict the next word in the sequenceHow does the Routing Transformer improve upon standard transformer models?By increasing model depthBy implementing new activation functionsBy using larger batch sizesBy using content-based sparse attentionWhat process enables an LLM to become an expert in a particular domain?Fine-tuningPre-trainingData augmentationFeature selectionWhat is the primary function of natural language processing (NLP)?To create new languagesTo improve typing speedTo encrypt communicationsTo enable AI to understand and generate human languageTransfer learning refers to:Transferring data between computersTransferring knowledge from general models to specialized modelsTransferring models from one domain to anotherTransferring learning from humans to machinesWhich of these best describes the "attention" mechanism in transformers?A way to focus on relevant parts of the inputA method to compress the inputA technique to generate new tokensA process to normalize the inputWhat is the role of "ensembling" in generative AI?Making AI perform in ensemblesCombining multiple models for better performanceAssembling AI partsCreating ensembles of dataWhat is the main difference between DALL-E and GPT models?DALL-E generates images, GPT generates textGPT generates images, DALL-E generates textDALL-E uses a transformer architecture, GPT uses a GAN architectureGPT is a type of DALL-E modelWhich AI ethical framework emphasizes human rights? IEEE Global Initiative AI Now Institute Future of Life Institute United Nations AI PrinciplesWhat is prompt engineering in the context of generative AI?The practice of crafting effective input prompts to guide AI outputA method for optimizing model architectureA technique for data preprocessingA way to reduce model sizeWhat does "AI robustness" refer to?The physical strength of AI hardwareThe ability of AI systems to perform consistently under various conditionsThe financial stability of AI companiesThe speed of AI computations Score: 0/25 Retake Quiz Next Set of Questions