Trending questions in Generative AI

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Implement a script to compute the structural similarity index (SSIM) between rendered and ground truth images for evaluation.

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Apr 2, 2025 in Generative AI by Ashutosh
• 33,350 points • 341 views
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Write a TPU-based implementation of a custom optimizer such as AdamW.

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Apr 3, 2025 in Generative AI by Ashutosh
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Write a program to visualize token embeddings for specific input tokens from a foundation model using t-SNE or UMAP.

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Apr 1, 2025 in Generative AI by Ashutosh
• 33,350 points • 375 views
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Write a program to implement rank decomposition for adapting pre-trained embeddings to a new dataset using QLoRA.

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Apr 2, 2025 in Generative AI by Ashutosh
• 33,350 points • 321 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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Apr 3, 2025 in Generative AI by Ashutosh
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How would you apply Bayesian optimization to optimize hyperparameters in generative models?

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Apr 3, 2025 in Generative AI by Nidhi
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How would you ensure AI-generated responses remain contextually appropriate in multi-turn dialogues for customer support systems?

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Apr 1, 2025 in Generative AI by Ashutosh
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Implement a method to compute the PSNR (Peak Signal-to-Noise Ratio) of rendered NeRF outputs compared to ground truth.

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Apr 2, 2025 in Generative AI by Ashutosh
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How would you preprocess a dataset of images and corresponding camera poses for training a NeRF model? Write code to implement this preprocessing.

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Apr 1, 2025 in Generative AI by Ashutosh
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How would you set up a CI/CD pipeline for deploying an LLM model on AWS SageMaker?

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Apr 1, 2025 in Generative AI by Ashutosh
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Implement a function to measure the speedup gained by QLoRA quantization on a dataset with 1 million samples.

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Apr 2, 2025 in Generative AI by Ashutosh
• 33,350 points • 304 views
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How would you implement a function to calculate the precision and recall of a One-Shot Learning classifier?

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Apr 2, 2025 in Generative AI by Ashutosh
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How would you apply instruction tuning to optimize a large language model for handling multilingual coding tasks?

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Apr 1, 2025 in Generative AI by Nidhi
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How would you implement a Siamese Neural Network for One-Shot Learning to classify handwritten digits using the MNIST dataset?

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Apr 2, 2025 in Generative AI by Ashutosh
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How would you handle dynamic padding during training for sequence inputs of varying lengths in a foundation model?

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Apr 1, 2025 in Generative AI by Nidhi
 • 16,260 points • 350 views
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Explain and demonstrate how to manage the replication strategy on TPUs with a multi-core setup.

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Apr 2, 2025 in Generative AI by Nidhi
 • 16,260 points • 295 views
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How would you secure an LLM inference API using OAuth 2.0 and restrict access to authorized clients?

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Apr 1, 2025 in Generative AI by Ashutosh
• 33,350 points • 334 views
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Write code to train a causal language model using masked language modeling (MLM) objectives.

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Apr 1, 2025 in Generative AI by Nidhi
 • 16,260 points • 330 views
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Write a PyTorch training loop for NeRF that minimizes the mean squared error (MSE) between predicted and target pixel colors.

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Apr 1, 2025 in Generative AI by Ashutosh
• 33,350 points • 323 views
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How would you implement forward propagation in a simple feedforward neural network from scratch using NumPy?

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Apr 1, 2025 in Generative AI by Ashutosh
• 33,350 points • 328 views
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How would you deal with data redundancy when generating diverse AI content for marketing campaigns in different industries?

Yes, handling data redundancy in AI-generated marketing ...READ MORE

Mar 26, 2025 in Generative AI by pinku
 • 546 views
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Write a CUDA kernel to accelerate ray sampling for NeRF on the GPU.

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Apr 2, 2025 in Generative AI by Ashutosh
• 33,350 points • 282 views
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Write a program to compare the performance of two foundation models on the GLUE benchmark.

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Apr 1, 2025 in Generative AI by Nidhi
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How would you implement forward propagation in a neural network designed for multi-class classification, using a softmax activation function in the output layer?

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Apr 1, 2025 in Generative AI by Ashutosh
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How would you handle out-of-memory (OOM) errors while fine-tuning a large language model using gradient accumulation?

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Apr 1, 2025 in Generative AI by Ashutosh
• 33,350 points • 324 views
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Design and implement a hybrid neural architecture combining a foundation model with a convolutional network for image-text tasks.

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Apr 1, 2025 in Generative AI by Nidhi
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Implement a distributed training script for training a foundation model on a multi-node cluster using PyTorch Lightning.

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Apr 1, 2025 in Generative AI by Nidhi
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Design and implement a multi-layer perceptron (MLP) in PyTorch to model the NeRF density and color fields.

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Apr 1, 2025 in Generative AI by Ashutosh
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How would you ensure bias-free output when training a generative AI model for political content creation?

Yes, ensuring bias-free output in a generative ...READ MORE

Mar 26, 2025 in Generative AI by cr tech industries
 • 533 views
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How would you customize the retrieval logic in LLamaIndex to prioritize recently added documents during a query?

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Apr 1, 2025 in Generative AI by Ashutosh
• 33,350 points • 307 views
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How do you implement forward propagation in a neural network that includes residual connections (e.g., ResNet architecture)?

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Apr 1, 2025 in Generative AI by Ashutosh
• 33,350 points • 311 views
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How would you handle class conditional generation in a conditional GAN (CGAN) for creating targeted marketing materials?

Yes, class conditional generation in a Conditional ...READ MORE

Mar 26, 2025 in Generative AI by nitin rawat
 • 492 views
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GoogleGenerativeAIError: ACCESS_TOKEN_SCOPE_INSUFFICIENT

Ensure your access token has the right ...READ MORE

Mar 11, 2025 in Generative AI by AI_girl
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How would you improve model explainability for a black-box generative AI model used in content creation for automated journalism?

Yes, model explainability for a black-box generative ...READ MORE

Mar 26, 2025 in Generative AI by pashvi
 • 465 views
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Write a function to detect and filter injection attacks in user prompts sent to an LLM.

Detect and filter injection attacks in LLM ...READ MORE

Mar 25, 2025 in Generative AI by somaya
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How would you combine transformer networks with graph neural networks (GNNs) to generate structured data for knowledge graph creation?

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Mar 26, 2025 in Generative AI by Ashutosh
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How would you ensure non-repetitive AI content generation for advertisement copy while maintaining quality?

You can ensure non-repetitive AI-generated advertisement copy ...READ MORE

Mar 25, 2025 in Generative AI by riya jha
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__init__() got an unexpected keyword argument 'gpus'

This error typically happens when using PyTorch ...READ MORE

Mar 11, 2025 in Generative AI by nidhi
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How would you utilize BERT embeddings in a language model to generate semantic-rich content for chatbots?

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Mar 26, 2025 in Generative AI by Ashutosh
• 33,350 points • 408 views
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How would you ensure factual correctness while generating AI summaries of technical manuals for non-experts?

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Mar 25, 2025 in Generative AI by sobha
 • 517 views
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How would you implement perceptual loss in a GAN for generating realistic images in artificial intelligence for photo-realism?

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Mar 26, 2025 in Generative AI by Ashutosh
• 33,350 points • 403 views
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1 answer

How would you address technical debt in maintaining AI models for generating creative content?

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Mar 25, 2025 in Generative AI by rdhika
 • 482 views
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I’m getting the error 'invalid command name 'main:app'' when running uvicorn main:app --reload. What could be causing this issue, and how can I resolve it?

The error happens because of incorrect module ...READ MORE

Mar 13, 2025 in Generative AI by nini
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How do you apply graph convolutional networks (GCNs) in Generative models for graph-based data generation?

Apply Graph Convolutional Networks (GCNs) in generative ...READ MORE

Mar 25, 2025 in Generative AI by arun pandey
 • 497 views
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How do matrix operations in the attention mechanism affect the performance and efficiency of a transformer model?

Matrix operations in the attention mechanism impact ...READ MORE

Mar 20, 2025 in Generative AI by gokul swami
 • 607 views
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Write code to log inference latency metrics to a monitoring dashboard using Grafana.

Can you Write code to log inference ...READ MORE

Mar 26, 2025 in Generative AI by Ashutosh
• 33,350 points • 365 views
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1 answer

How can attention mechanisms improve the performance of an LSTM model for sequence-to-sequence tasks?

Attention mechanisms improve LSTM-based Seq2Seq models by ...READ MORE

Mar 24, 2025 in Generative AI by supriya
 • 516 views
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How would you address emotional tone inconsistencies in generating customer service responses via chatbots?

You can ensure consistent emotional tone in ...READ MORE

Mar 25, 2025 in Generative AI by mukesh
 • 473 views
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How can you incorporate probabilistic reasoning to improve generative model performance for decision-making tasks?

Incorporate probabilistic reasoning in generative models by ...READ MORE

Mar 25, 2025 in Generative AI by monika
 • 487 views
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What solutions exist for tuning dropout in GANs to improve image clarity and realism?

Tuning dropout in GANs improves image clarity ...READ MORE

Mar 25, 2025 in Generative AI by neha
 • 486 views
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