Trending questions in Generative AI

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Write a Python script to create pairwise combinations of images from a dataset for training a Siamese Network.

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Apr 2 in Generative AI by Ashutosh
• 32,530 points • 122 views
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Write a Python function to evaluate the accuracy of a One-Shot Learning model using a confusion matrix.

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Apr 2 in Generative AI by Ashutosh
• 32,530 points • 114 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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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
• 32,530 points • 116 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
• 32,530 points • 104 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
• 32,530 points • 103 views
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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 in Generative AI by Ashutosh
• 32,530 points • 106 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
• 32,530 points • 103 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 in Generative AI by Ashutosh
• 32,530 points • 101 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
• 32,530 points • 121 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
• 32,530 points • 127 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
• 32,530 points • 126 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
• 32,530 points • 124 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
• 32,530 points • 111 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
• 32,530 points • 117 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
• 32,530 points • 110 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
• 32,530 points • 110 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 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
• 32,530 points • 107 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
• 32,530 points • 113 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
 • 16,140 points • 105 views
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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
 • 16,140 points • 105 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
• 32,530 points • 99 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
• 32,530 points • 105 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
• 32,530 points • 98 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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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
• 32,530 points • 97 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
 • 16,140 points • 102 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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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
 • 191 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
 • 167 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 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
 • 164 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
• 32,530 points • 137 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
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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 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
• 32,530 points • 115 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
• 32,530 points • 108 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
• 32,530 points • 106 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 in Generative AI by rdhika
 • 191 views
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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 in Generative AI by riya jha
 • 187 views
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1 answer

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
 • 194 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
 • 190 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
 • 181 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 • 151 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
 • 165 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
 • 139 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
 • 157 views
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