Trending questions in Generative AI

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How would you apply Bayesian optimization to optimize hyperparameters in generative models?

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Apr 3 in Generative AI by Nidhi
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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 in Generative AI by Ashutosh
• 33,350 points • 282 views
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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 in Generative AI by Ashutosh
• 33,350 points • 230 views
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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 in Generative AI by Ashutosh
• 33,350 points • 233 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 in Generative AI by Ashutosh
• 33,350 points • 222 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 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 in Generative AI by Ashutosh
• 33,350 points • 265 views
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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 in Generative AI by Ashutosh
• 33,350 points • 261 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 in Generative AI by Nidhi
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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 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 in Generative AI by Ashutosh
• 33,350 points • 216 views
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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 in Generative AI by Ashutosh
• 33,350 points • 248 views
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Write a CUDA kernel to accelerate ray sampling for NeRF on the GPU.

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Apr 2 in Generative AI by Ashutosh
• 33,350 points • 207 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 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 in Generative AI by Ashutosh
• 33,350 points • 243 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 in Generative AI by Ashutosh
• 33,350 points • 237 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 in Generative AI by Nidhi
 • 16,260 points • 236 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 in Generative AI by Nidhi
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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 in Generative AI by Ashutosh
• 33,350 points • 226 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 in Generative AI by Ashutosh
• 33,350 points • 230 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 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 in Generative AI by Ashutosh
• 33,350 points • 227 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 in Generative AI by Nidhi
 • 16,260 points • 226 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 in Generative AI by Ashutosh
• 33,350 points • 220 views
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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 in Generative AI by Ashutosh
• 33,350 points • 216 views
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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 in Generative AI by cr tech industries
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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 in Generative AI by pinku
 • 416 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 in Generative AI by nitin rawat
 • 371 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 in Generative AI by pashvi
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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?

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Mar 12 in Generative AI by arohi
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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 in Generative AI by Ashutosh
• 33,350 points • 317 views
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1 answer

How would you ensure non-repetitive AI content generation for advertisement copy while maintaining quality?

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Mar 25 in Generative AI by riya jha
 • 397 views
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I am trying to process a pdf using unstructured partition_pdf function but the sentences are broken in the middle. Can anyone tell me what I am missing here?

To avoid broken sentences when using the ...READ MORE

Mar 13 in Generative AI by namo nama
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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 in Generative AI by Ashutosh
• 33,350 points • 304 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 in Generative AI by Ashutosh
• 33,350 points • 303 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 in Generative AI by somaya
 • 412 views
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How would you address technical debt in maintaining AI models for generating creative content?

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Mar 25 in Generative AI by rdhika
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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 in Generative AI by sobha
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How can I resolve issues with calling the Gemini API in an Electron.js application?

To use secure server-side proxy calls to ...READ MORE

Mar 12 in Generative AI by amrita
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Write code to log inference latency metrics to a monitoring dashboard using Grafana.

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Mar 26 in Generative AI by Ashutosh
• 33,350 points • 274 views
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1 answer

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 in Generative AI by mukesh
 • 373 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 in Generative AI by neha
 • 389 views
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How would you use deep reinforcement learning (DRL) to enhance adaptive story generation in interactive video games?

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Mar 26 in Generative AI by Ashutosh
• 33,350 points • 252 views
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1 answer

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 in Generative AI by monika
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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 in Generative AI by gokul swami
 • 487 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 in Generative AI by arun pandey
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Can you implement forward propagation in a CNN, ensuring that the input image is passed through the convolutional and pooling layers correctly?

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Mar 26 in Generative AI by Ashutosh
• 33,350 points • 239 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 in Generative AI by shibin
 • 359 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 in Generative AI by supriya
 • 376 views
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1 answer

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 in Generative AI by to me
 • 777 views
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