Trending questions in Generative AI

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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
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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
• 30,530 points • 79 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
• 30,530 points • 79 views
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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
• 30,530 points • 78 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
• 30,530 points • 78 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
• 30,530 points • 78 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
 • 16,540 points • 77 views
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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 in Generative AI by sangita
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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 in Generative AI by ronak
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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
• 30,530 points • 72 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
• 30,530 points • 71 views
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1 answer

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 in Generative AI by neha
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1 answer

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
 • 128 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

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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1 answer

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
 • 100 views
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1 answer

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
 • 95 views
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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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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
 • 16,540 points • 114 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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Apr 4 in Generative AI by Nidhi
 • 16,540 points • 113 views
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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
 • 16,540 points • 110 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
 • 16,540 points • 106 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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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
• 30,530 points • 103 views
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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
 • 16,540 points • 100 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
• 30,530 points • 100 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
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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
• 30,530 points • 97 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
• 30,530 points • 94 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
• 30,530 points • 90 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
• 30,530 points • 89 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
• 30,530 points • 86 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
• 30,530 points • 80 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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Apr 4 in Generative AI by Ashutosh
• 30,530 points • 74 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
 • 131 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
 • 16,540 points • 111 views
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1 answer

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

You can train a NeRF model with ...READ MORE

Apr 2 in Generative AI by radhika
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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
• 30,530 points • 110 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
• 30,530 points • 109 views
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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
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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
 • 16,540 points • 101 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
 • 120 views
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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
 • 124 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
 • 124 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
 • 16,540 points • 133 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
 • 16,540 points • 97 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
 • 136 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
• 30,530 points • 90 views
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How would you reduce sampling variance when generating text from a generative language model?

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Apr 3 in Generative AI by Nidhi
 • 16,540 points • 89 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
 • 16,540 points • 121 views
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