Trending questions in Generative AI

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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 • 129 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
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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 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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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 • 157 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 • 162 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 • 161 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 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
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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 • 156 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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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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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
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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
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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 • 141 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
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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
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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 • 139 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
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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
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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 • 130 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
 • 273 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 in Generative AI by pinku
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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
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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 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
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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
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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
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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 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 • 157 views
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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 • 154 views
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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
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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 • 145 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 in Generative AI by sobha
 • 254 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
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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
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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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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 can you prevent bias and ensure factual accuracy in AI-generated news articles from real-time data?

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Mar 25 in Generative AI by arif
reshown Mar 28 by Ashutosh • 205 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
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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
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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 • 206 views
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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
 • 184 views
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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
 • 215 views
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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
 • 192 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
 • 183 views
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How would you incorporate feedback loops to improve the performance of AI models generating personalized content?

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Mar 21 in Generative AI by Ashutosh
• 33,350 points • 243 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 in Generative AI by gokul swami
 • 247 views
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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
 • 225 views
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