Trending questions in Generative AI

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How would you build a custom node parser in LLamaIndex for proprietary document formats?

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Apr 9, 2025 in Generative AI by Ashutosh
• 33,350 points • 341 views
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Demonstrate how to set up a TPU cluster in Google Cloud and execute a simple TensorFlow program.

To set up a TPU cluster in ...READ MORE

Apr 7, 2025 in Generative AI by aman
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How would you utilize data normalization techniques in preprocessing to enhance the performance of a generative model?

Data normalization ensures consistent input distribution, stabilizing ...READ MORE

Apr 7, 2025 in Generative AI by sangita
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How would you use Apache Spark to preprocess a massive text dataset for LLM training?

You can use Apache Spark to preprocess ...READ MORE

Apr 2, 2025 in Generative AI by mehek
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What is the best approach to load data from GCS (Google Cloud Storage) for TPU training?

Can i know What is the best ...READ MORE

Apr 7, 2025 in Generative AI by Ashutosh
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How can you implement a custom scoring algorithm in LLamaIndex to rank retrieved documents?

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Apr 9, 2025 in Generative AI by Ashutosh
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how do you integrate TPUs with PyTorch XLA for deep learning training?

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Apr 7, 2025 in Generative AI by Nidhi
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How can sharding datasets across TPU cores improve training performance? Write the code to shard a dataset in TensorFlow.

Sharding datasets across TPU cores allows parallel ...READ MORE

Apr 7, 2025 in Generative AI by neha
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How would you create a custom document loader in LLamaIndex for encrypted files?

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Apr 9, 2025 in Generative AI by Ashutosh
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How would you replace default embeddings in LLamaIndex with a custom pretrained model?

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Apr 9, 2025 in Generative AI by Ashutosh
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Propose a method to include metadata filters during query execution in LLamaIndex.

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Apr 9, 2025 in Generative AI by Ashutosh
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How do you configure TPU memory partitions for complex model architectures?

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Apr 7, 2025 in Generative AI by Ashutosh
• 33,350 points • 377 views
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How can you visualize embeddings created by LLamaIndex using a tool like t-SNE or UMAP?

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Apr 9, 2025 in Generative AI by Ashutosh
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What methods would you use to reduce computational overhead when training a large generative model?

 Use gradient checkpointing to reduce memory usage ...READ MORE

Apr 8, 2025 in Generative AI by vineet yadav
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Write a script to parallelize indexing with LLamaIndex for multi-threaded environments.

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Apr 9, 2025 in Generative AI by Ashutosh
• 33,350 points • 295 views
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How do you configure worker-to-worker communication on TPU pods?

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Apr 7, 2025 in Generative AI by Nidhi
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How would you partition a large dataset for multi-host TPU training?

Partitioning a large dataset for multi-host TPU ...READ MORE

Apr 7, 2025 in Generative AI by ronak
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How would you use generative AI for automatic summarization of scientific papers?

Generative AI can summarize scientific papers by ...READ MORE

Apr 9, 2025 in Generative AI by nigma
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How can transfer learning improve the performance of a generative model for cross-domain data generation?

Use transfer learning by fine-tuning a pretrained ...READ MORE

Apr 8, 2025 in Generative AI by nitin rawat
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How would you use LLamaIndex to combine live sensor data and historical logs for predictive maintenance?

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Apr 8, 2025 in Generative AI by Ashutosh
• 33,350 points • 325 views
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Propose a method for reducing index size in memory while maintaining query performance in LLamaIndex.

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Apr 8, 2025 in Generative AI by Ashutosh
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Design a sharded indexing system for distributed document storage using LLamaIndex.

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Apr 8, 2025 in Generative AI by Ashutosh
• 33,350 points • 317 views
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How would you implement a cache mechanism in LLamaIndex to optimize repeated queries?

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Apr 8, 2025 in Generative AI by Ashutosh
• 33,350 points • 317 views
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1 answer

How would you use byte-pair encoding (BPE) to train a tokenizer for a new foundation model?

You can use Byte-Pair Encoding (BPE) to ...READ MORE

Apr 1, 2025 in Generative AI by menora
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How do you implement fault-tolerant distributed training on TPU pods?

With the help of proper code can ...READ MORE

Apr 7, 2025 in Generative AI by Nidhi
 • 16,260 points • 338 views
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How would you apply unsupervised learning to image denoising using a generative model?

 Use a Denoising Autoencoder (DAE) to learn ...READ MORE

Apr 8, 2025 in Generative AI by vibecoding
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How would you utilize TPU pods to scale training for a large language model like BERT?

TPU Pods enable large-scale parallelism by distributing ...READ MORE

Apr 7, 2025 in Generative AI by rama
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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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Apr 4, 2025 in Generative AI by Nidhi
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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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Apr 4, 2025 in Generative AI by Nidhi
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How do you resolve synchronization issues during multi-host TPU training?

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Apr 7, 2025 in Generative AI by Nidhi
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How do you convert a SavedModel to TFLite for TPU inference?

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Apr 8, 2025 in Generative AI by Ashutosh
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How can LLamaIndex handle datasets exceeding 10 million records?

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Apr 8, 2025 in Generative AI by Ashutosh
• 33,350 points • 282 views
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How would you integrate QLoRA with ONNX Runtime for inference?

With the help of code can i ...READ MORE

Apr 7, 2025 in Generative AI by Ashutosh
• 33,350 points • 312 views
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How can you adapt a masked language model using QLoRA?

With the help of proper code can ...READ MORE

Apr 7, 2025 in Generative AI by Ashutosh
• 33,350 points • 310 views
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What is the process for running custom operations on TPUs in TensorFlow?

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Apr 7, 2025 in Generative AI by Nidhi
 • 16,260 points • 308 views
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How do you implement a cross-replica operation on TPUs?

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Apr 7, 2025 in Generative AI by Nidhi
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How to validate the generalization gap in QLoRA-adapted models?

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Apr 7, 2025 in Generative AI by Ashutosh
• 33,350 points • 307 views
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What strategies can you use to reduce input pipeline bottlenecks during TPU training?

Can you tell me What strategies can ...READ MORE

Apr 7, 2025 in Generative AI by Ashutosh
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How do you perform on-the-fly data augmentation on TPUs?

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Apr 7, 2025 in Generative AI by Ashutosh
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How would you use the TPU profiler to analyze and optimize model performance?

The TPU profiler helps identify bottlenecks and ...READ MORE

Apr 7, 2025 in Generative AI by puja
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What is the role of replicated variables in TPU training?

With the help of code can i ...READ MORE

Apr 7, 2025 in Generative AI by Nidhi
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What are the benefits of asynchronous execution on TPUs, and how do you enable it?

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Apr 7, 2025 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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Apr 4, 2025 in Generative AI by Nidhi
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How do you manage input partitioning for sequential models on TPUs?

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Apr 7, 2025 in Generative AI by Nidhi
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How would you evaluate the ethical implications of using generative models for creating AI-generated news?

Can you tell me how you would ...READ MORE

Apr 4, 2025 in Generative AI by Ashutosh
• 33,350 points • 402 views
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How would you use confusion matrices to evaluate the performance of a One-Shot Learning model trained for class recognition?

Can you tell me How would you ...READ MORE

Apr 4, 2025 in Generative AI by Nidhi
 • 16,260 points • 400 views
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How would you augment a dataset to simulate one-shot scenarios while ensuring the embeddings remain consistent?

To simulate one-shot scenarios while keeping embeddings ...READ MORE

Apr 7, 2025 in Generative AI by Anila
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How do generative AI handle rare events in tasks like anomaly detection or fraud detection?

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Apr 4, 2025 in Generative AI by Ashutosh
• 33,350 points • 392 views
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How would you implement a triplet loss function for training a model designed for One-Shot Learning? Provide the code.

Can you explain How would you implement ...READ MORE

Apr 2, 2025 in Generative AI by Ashutosh
• 33,350 points • 467 views
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How would you use a generative AI model to generate hypothetical scenarios for decision-making support systems?

Can i know How would you use ...READ MORE

Apr 4, 2025 in Generative AI by Ashutosh
• 33,350 points • 372 views
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