Trending questions in Generative AI

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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 • 152 views
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How would you implement a custom reader in LLamaIndex for integrating non-standard data sources like XML files?

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Apr 1 in Generative AI by Nidhi
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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 • 144 views
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Write a script to freeze specific layers of a foundation model during training using Hugging Face Transformers.

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Apr 1 in Generative AI by Ashutosh
• 33,350 points • 144 views
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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 • 143 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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Write a script to scale the training of a foundation model using Horovod and mixed precision training.

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Apr 1 in Generative AI by Nidhi
 • 16,260 points • 135 views
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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 • 129 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 • 128 views
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Explain with code how to use LLamaIndex's callback manager to log the details of each query execution.

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Apr 1 in Generative AI by Ashutosh
• 33,350 points • 128 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 • 133 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 in Generative AI by Ashutosh
• 33,350 points • 126 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
• 33,350 points • 126 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 • 132 views
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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 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 • 124 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
 • 16,260 points • 126 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 • 125 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 in Generative AI by Ashutosh
• 33,350 points • 125 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 • 123 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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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 • 114 views
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1 answer

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
 • 245 views
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1 answer

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
 • 206 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
 • 206 views
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1 answer

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
 • 203 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 • 165 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 in Generative AI by Ashutosh
• 33,350 points • 160 views
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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 • 151 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
 • 225 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 • 134 views
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1 answer

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 in Generative AI by riya jha
 • 221 views
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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 • 129 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 in Generative AI by Ashutosh
• 33,350 points • 125 views
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1 answer

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 in Generative AI by sobha
 • 223 views
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1 answer

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
 • 222 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 in Generative AI by mukesh
 • 212 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 in Generative AI by monika
 • 206 views
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How can you prevent bias and ensure factual accuracy in AI-generated news articles from real-time data?

Prevent bias and ensure factual accuracy in ...READ MORE

Mar 25 in Generative AI by arif
reshown Mar 28 by Ashutosh • 179 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 in Generative AI by supriya
 • 216 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
 • 193 views
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How do you overcome local minima in GAN training for realistic text generation?

Overcome local minima in GAN training for ...READ MORE

Mar 25 in Generative AI by sanjeev
reshown Mar 28 by Ashutosh • 190 views
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1 answer

How do you prevent discrepancy in real-time model output during adversarial training in GANs?

Prevent discrepancy in real-time GAN training by ...READ MORE

Mar 25 in Generative AI by techcs
 • 170 views
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1 answer

How do you apply dropout techniques for reducing overfitting in generative models like VAEs?

Apply Dropout in both the encoder and ...READ MORE

Mar 24 in Generative AI by chris
 • 196 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
 • 172 views
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1 answer

How do you use neural architecture search to improve GAN performance for high-resolution image synthesis?

Use Neural Architecture Search (NAS) to optimize ...READ MORE

Mar 25 in Generative AI by anupam mishra
 • 169 views
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1 answer

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
 • 166 views
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1 answer

The intuition behind attention mechanism in Optical Character Recognition

 In Optical Character Recognition (OCR), the attention ...READ MORE

Mar 21 in Generative AI by supriya
 • 204 views
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1 answer

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
 • 214 views
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1 answer

Add the Attention mechanism for producing heatmaps output from the neural network

The attention mechanism in a neural network ...READ MORE

Mar 21 in Generative AI by nimu
 • 188 views
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