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
 • 13,800 points • 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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How would you use confusion matrices to evaluate the performance of a One-Shot Learning model trained for class recognition?

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6 hours ago in Generative AI by Nidhi
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Write a function to calculate Euclidean distance between embeddings in a One-Shot Learning model for classifying animals.

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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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Write a function to normalize embeddings in a One-Shot Learning framework to improve model performance on unseen classes.

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6 hours ago in Generative AI by Nidhi
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How would you implement Siamese Networks to classify images of flowers using One-Shot Learning with a small dataset?

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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
 • 13,800 points • 6 views
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How would you integrate low-rank factorization to compress large-scale LLMs without significant performance degradation?

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7 hours ago in Generative AI by Ashutosh
• 24,810 points • 6 views
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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
• 24,810 points • 5 views
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How would you use a generative AI model to generate hypothetical scenarios for decision-making support systems?

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7 hours ago in Generative AI by Ashutosh
• 24,810 points • 5 views
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How would you evaluate the ethical implications of using generative models for creating AI-generated news?

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7 hours ago in Generative AI by Ashutosh
• 24,810 points • 5 views
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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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What approaches would you use to decrease inference time when deploying a large generative model for real-time applications?

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7 hours ago in Generative AI by Ashutosh
• 24,810 points • 4 views
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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
• 24,810 points • 4 views
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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
 • 13,800 points • 3 views
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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
• 24,810 points • 3 views
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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 • 3 views
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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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How do you deal with imbalanced classes in generating data for supervised machine learning tasks?

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7 hours ago in Generative AI by Ashutosh
• 24,810 points • 2 views
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What strategies would you use to generate realistic conversational dialogue in a chatbot system using generative models?

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1 day ago in Generative AI by Nidhi
 • 13,800 points • 25 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
 • 13,800 points • 19 views
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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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How do you handle text truncation and padding issues in the input data when training a transformer-based language model?

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1 day ago in Generative AI by Ashutosh
• 24,810 points • 14 views
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How would you utilize data normalization techniques in preprocessing to enhance the performance of a generative model?

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1 day ago in Generative AI by Ashutosh
• 24,810 points • 13 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
 • 13,800 points • 12 views
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How would you enhance out-of-the-box performance of generative models for real-time translations in low-resource languages?

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1 day ago in Generative AI by Ashutosh
• 24,810 points • 12 views
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How would you handle heterogeneous data (e.g., audio and text) in a multimodal generative model for speech-to-text generation?

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1 day ago in Generative AI by Ashutosh
• 24,810 points • 11 views
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How do you deal with gradual drift in a generative model during online learning and avoid model degradation?

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1 day ago in Generative AI by Ashutosh
• 24,810 points • 10 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
• 24,810 points • 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
 • 13,800 points • 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
 • 13,800 points • 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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When implementing a neural machine translation model, how do you balance computational efficiency with translation accuracy?

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1 day ago in Generative AI by Ashutosh
• 24,810 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
• 24,810 points • 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
• 24,810 points • 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
• 24,810 points • 5 views
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1 answer

What is the role of instruction tuning in enabling models to generate containerization scripts using tools like Docker and Kubernetes?

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2 days ago in Generative AI by shima
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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
 • 13,800 points • 39 views
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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
 • 13,800 points • 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
 • 19 views
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How would you use LoRA (Low-Rank Adaptation) to fine-tune a large model with limited computational resources?

You can use LoRA (Low-Rank Adaptation) to ...READ MORE

2 days ago in Generative AI by vineet
 • 18 views
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Write code to perform dynamic input batching for a TPU-based training pipeline.

Can you write code to perform dynamic ...READ MORE

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
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