Trending questions in Generative AI

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How would you generate a meta-training set for One-Shot Learning using a custom dataset of rare animals?

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6 hours ago in Generative AI by Nidhi
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14 views
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How would you evaluate the precision, recall, and F1-score of a One-Shot Learning model with a small test set?

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6 hours ago in Generative AI by Nidhi
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Write a function to extract feature embeddings from a pre-trained ResNet model for One-Shot Learning.

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6 hours ago in Generative AI by Nidhi
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How would you design a context-aware document search system using an LLM and a vector database?

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6 hours ago in Generative AI by Nidhi
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How can generative models help in data anonymization for privacy-preserving machine learning?

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7 hours ago in Generative AI by Ashutosh
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How would you use generative AI for customer behavior prediction in e-commerce applications?

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6 hours ago in Generative AI by Nidhi
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How can generative AI models help in augmenting training data for detection tasks in computer vision?

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7 hours ago in Generative AI by Ashutosh
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How would you use generative AI for automatic summarization of scientific papers?

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6 hours ago in Generative AI by Nidhi
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How can generative AI models be used to automate creative writing for fictional content generation?

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7 hours ago in Generative AI by Ashutosh
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How would you address bias mitigation when training a text generation model on diverse datasets?

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7 hours ago in Generative AI by Ashutosh
• 24,810 points
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How do generative AI handle rare events in tasks like anomaly detection or fraud detection?

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7 hours ago in Generative AI by Ashutosh
• 24,810 points
2 views
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Write a function to implement contrastive learning for improving embeddings in LLM tasks.

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1 day ago in Generative AI by Nidhi
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How would you implement memory-efficient techniques to reduce GPU load in training a generative model?

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1 day ago in Generative AI by Nidhi
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How would you implement a hybrid retrieval-LLM pipeline for long-form document summarization?

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1 day ago in Generative AI by Nidhi
• 13,800 points
19 views
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How would you reduce sampling variance when generating text from a generative language model?

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1 day ago in Generative AI by Nidhi
• 13,800 points
18 views
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1 answer

Write code to train a NeRF model with adversarial loss to improve photo-realism.

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2 days ago in Generative AI by radhika
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How can transfer learning improve the performance of a generative model for cross-domain data generation?

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1 day ago in Generative AI by Nidhi
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15 views
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What methods would you use to reduce computational overhead when training a large generative model?

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1 day ago in Generative AI by Nidhi
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12 views
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Write a TPU-based implementation of a custom optimizer such as AdamW.

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1 day ago in Generative AI by Ashutosh
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9 views
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How would you address memory constraints while training large text generation models?

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1 day ago in Generative AI by Nidhi
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8 views
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How would you apply unsupervised learning to image denoising using a generative model?

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1 day ago in Generative AI by Nidhi
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8 views
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How would you apply Bayesian optimization to optimize hyperparameters in generative models?

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1 day ago in Generative AI by Nidhi
• 13,800 points
7 views
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How would you implement TPU-accelerated matrix factorization for a recommendation system?

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1 day ago in Generative AI by Ashutosh
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7 views
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Implement a retry mechanism for TPU jobs in case of preemptive termination on Google Cloud.

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1 day ago in Generative AI by Ashutosh
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5 views
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Demonstrate how to use tpu_strategy.scope() to manage variable creation on TPUs.

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1 day ago in Generative AI by Ashutosh
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1 answer
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How would you implement distributed training on a TPU pod using TensorFlow's tf.distribute API?

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2 days ago in Generative AI by Nidhi
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39 views
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1 answer

Demonstrate how to use LLamaIndex to retrieve financial reports stored in AWS S3.

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2 days ago in Generative AI by nomaid
28 views
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How would you create a TPU-optimized implementation of the softmax function?

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2 days ago in Generative AI by Nidhi
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37 views
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1 answer

How would you use Apache Spark to preprocess a massive text dataset for LLM training?

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2 days ago in Generative AI by mehek
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1 answer
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Write code to perform dynamic input batching for a TPU-based training pipeline.

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2 days ago in Generative AI by Nidhi
• 13,800 points
32 views
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Write code to convert a TensorFlow SavedModel for efficient TPU inference.

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2 days ago in Generative AI by Nidhi
• 13,800 points
27 views
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How would you partition a large dataset for multi-host TPU training?

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2 days ago in Generative AI by Nidhi
• 13,800 points
26 views