Trending questions in Generative AI

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What is the best approach to load data from GCS (Google Cloud Storage) for TPU training?

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Apr 7 in Generative AI by Ashutosh
• 32,930 points • 111 views
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What strategies can you use to reduce input pipeline bottlenecks during TPU training?

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Apr 7 in Generative AI by Ashutosh
• 32,930 points • 111 views
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How would you integrate QLoRA with ONNX Runtime for inference?

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Apr 7 in Generative AI by Ashutosh
• 32,930 points • 108 views
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How do you manage input partitioning for sequential models on TPUs?

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Apr 7 in Generative AI by Nidhi
 • 16,260 points • 103 views
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How do you perform on-the-fly data augmentation on TPUs?

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Apr 7 in Generative AI by Ashutosh
• 32,930 points • 103 views
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How to validate the generalization gap in QLoRA-adapted models?

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Apr 7 in Generative AI by Ashutosh
• 32,930 points • 103 views
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How do you implement a cross-replica operation on TPUs?

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Apr 7 in Generative AI by Nidhi
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How do you configure TPU memory partitions for complex model architectures?

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Apr 7 in Generative AI by Ashutosh
• 32,930 points • 101 views
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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 in Generative AI by rama
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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 in Generative AI by Ashutosh
• 32,930 points • 99 views
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How can you adapt a masked language model using QLoRA?

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Apr 7 in Generative AI by Ashutosh
• 32,930 points • 97 views
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1 answer

How would you apply unsupervised learning to image denoising using a generative model?

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

Apr 8 in Generative AI by vibecoding
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1 answer

Implement a multi-GPU inference pipeline for a foundation model using DeepSpeed or TensorParallel.

You can implement a multi-GPU inference pipeline ...READ MORE

Apr 1 in Generative AI by safak
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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 in Generative AI by aman
 • 146 views
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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 in Generative AI by puja
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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 in Generative AI by Anila
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How would you use generative AI for customer behavior prediction in e-commerce applications?

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Apr 4 in Generative AI by Nidhi
 • 16,260 points • 165 views
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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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Apr 4 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 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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Apr 4 in Generative AI by Nidhi
 • 16,260 points • 144 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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Apr 4 in Generative AI by Ashutosh
• 32,930 points • 141 views
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How can generative AI models be used to automate creative writing for fictional content generation?

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Apr 4 in Generative AI by Ashutosh
• 32,930 points • 140 views
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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 in Generative AI by Nidhi
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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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Apr 4 in Generative AI by Nidhi
 • 16,260 points • 130 views
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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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Apr 4 in Generative AI by Ashutosh
• 32,930 points • 130 views
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How can generative models help in data anonymization for privacy-preserving machine learning?

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Apr 4 in Generative AI by Ashutosh
• 32,930 points • 128 views
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How do you deal with imbalanced classes in generating data for supervised machine learning tasks?

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Apr 4 in Generative AI by Ashutosh
• 32,930 points • 128 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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Apr 4 in Generative AI by Ashutosh
• 32,930 points • 125 views
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1 answer

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 in Generative AI by mehek
 • 186 views
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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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Apr 4 in Generative AI by Nidhi
 • 16,260 points • 122 views
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How would you address bias mitigation when training a text generation model on diverse datasets?

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Apr 4 in Generative AI by Ashutosh
• 32,930 points • 116 views
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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 in Generative AI by Ashutosh
• 32,930 points • 113 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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Apr 2 in Generative AI by radhika
 • 145 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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Apr 3 in Generative AI by Ashutosh
• 32,930 points • 144 views
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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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Apr 3 in Generative AI by Ashutosh
• 32,930 points • 143 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

Apr 2 in Generative AI by vineet
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How would you integrate low-rank factorization to compress large-scale LLMs without significant performance degradation?

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Apr 4 in Generative AI by Ashutosh
• 32,930 points • 98 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?

You can use instruction tuning to fine-tune ...READ MORE

Apr 2 in Generative AI by shima
 • 165 views
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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 in Generative AI by menora
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How would you implement memory-efficient techniques to reduce GPU load in training a generative model?

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Apr 3 in Generative AI by Nidhi
 • 16,260 points • 138 views
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Demonstrate how to use LLamaIndex to retrieve financial reports stored in AWS S3.

You can use LlamaIndex with AWS S3 ...READ MORE

Apr 2 in Generative AI by nomaid
 • 161 views
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How would you implement distributed training on a TPU pod using TensorFlow's tf.distribute API?

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Apr 2 in Generative AI by Nidhi
 • 16,260 points • 171 views
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How would you implement a hybrid retrieval-LLM pipeline for long-form document summarization?

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Apr 3 in Generative AI by Nidhi
 • 16,260 points • 131 views
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1 answer

Write a script to deploy a foundation model (like GPT or BERT) on AWS Lambda with ONNX optimization.

You can deploy a foundation model like ...READ MORE

Apr 1 in Generative AI by nomi
 • 177 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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Apr 3 in Generative AI by Nidhi
 • 16,260 points • 129 views
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How would you create a TPU-optimized implementation of the softmax function?

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Apr 2 in Generative AI by Nidhi
 • 16,260 points • 160 views
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Write a function to implement contrastive learning for improving embeddings in LLM tasks.

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Apr 3 in Generative AI by Nidhi
 • 16,260 points • 125 views
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1 answer

How would you design a language model that generates dynamic responses for online customer service chatbots?

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Apr 1 in Generative AI by nini
 • 170 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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Apr 3 in Generative AI by Ashutosh
• 32,930 points • 120 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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Apr 3 in Generative AI by Ashutosh
• 32,930 points • 120 views
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