Trending questions in Generative AI

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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
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When implementing a neural machine translation model, how do you balance computational efficiency with translation accuracy?

Can i know When implementing a neural ...READ MORE

Apr 3, 2025 in Generative AI by Ashutosh
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Write a TPU-based implementation of a custom optimizer such as AdamW.

Can you explain and Write a TPU-based ...READ MORE

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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Implement a function to measure the speedup gained by QLoRA quantization on a dataset with 1 million samples.

Can you Implement a function to measure ...READ MORE

Apr 2, 2025 in Generative AI by Ashutosh
• 33,350 points • 290 views
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How can I resolve the 'Pandas Error: need to escape, but no escapechar set' when reading a CSV file in Python?

You can use the escapechar parameter in ...READ MORE

Mar 12, 2025 in Generative AI by arohi
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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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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 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
• 33,350 points • 330 views
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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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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
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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
• 33,350 points • 320 views
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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 • 325 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 • 317 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 • 270 views
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What is the correct MIME type for uploading MS Excel XLSX files when using the Vertex AI API?

The correct MIME type for uploading XLSX ...READ MORE

Mar 12, 2025 in Generative AI by to me
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Write a PyTorch training loop for NeRF that minimizes the mean squared error (MSE) between predicted and target pixel colors.

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

Apr 1, 2025 in Generative AI by Ashutosh
• 33,350 points • 305 views
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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
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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 • 309 views
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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
• 33,350 points • 307 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
 • 16,260 points • 306 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 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
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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
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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 • 297 views
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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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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
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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
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Design and implement a multi-layer perceptron (MLP) in PyTorch to model the NeRF density and color fields.

Can you tell me how to Design ...READ MORE

Apr 1, 2025 in Generative AI by Ashutosh
• 33,350 points • 286 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
 • 466 views
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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
 • 436 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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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
 • 489 views
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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 • 393 views
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How would you implement perceptual loss in a GAN for generating realistic images in artificial intelligence for photo-realism?

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

Mar 26, 2025 in Generative AI by Ashutosh
• 33,350 points • 388 views
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How would you ensure factual correctness while generating AI summaries of technical manuals for non-experts?

You can ensure factual correctness in AI-generated ...READ MORE

Mar 25, 2025 in Generative AI by sobha
 • 488 views
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How would you address technical debt in maintaining AI models for generating creative content?

You can address technical debt in AI ...READ MORE

Mar 25, 2025 in Generative AI by rdhika
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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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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 • 341 views
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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
 • 469 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
 • 468 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
 • 578 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
 • 447 views
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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
 • 485 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
 • 457 views
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1 answer

How do you optimize latent vector sampling in VAEs for better synthetic data generation?

Optimize latent vector sampling in VAEs using ...READ MORE

Mar 25, 2025 in Generative AI by shibin
 • 452 views
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