Trending questions in Generative AI

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How would you address memory constraints while training large text generation models?

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Apr 3 in Generative AI by Nidhi
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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
 • 16,140 points • 88 views
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Write a function to apply 4-bit quantization to a pre-trained model using bitsandbytes for QLoRA training.

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Apr 2 in Generative AI by Ashutosh
• 32,730 points • 123 views
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Write a program to implement rank decomposition for adapting pre-trained embeddings to a new dataset using QLoRA.

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Apr 2 in Generative AI by Ashutosh
• 32,730 points • 123 views
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How would you implement a Prototypical Network for One-Shot Learning on a multi-class dataset?

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Apr 2 in Generative AI by Ashutosh
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Implement a retry mechanism for TPU jobs in case of preemptive termination on Google Cloud.

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Apr 3 in Generative AI by Ashutosh
• 32,730 points • 88 views
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Write a script to save and load a QLoRA-adapted model checkpoint for inference in Hugging Face.

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Apr 2 in Generative AI by Ashutosh
• 32,730 points • 122 views
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When implementing a neural machine translation model, how do you balance computational efficiency with translation accuracy?

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Apr 3 in Generative AI by Ashutosh
• 32,730 points • 87 views
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Write a TPU-based implementation of a custom optimizer such as AdamW.

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Apr 3 in Generative AI by Ashutosh
• 32,730 points • 86 views
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Implement a function to generate support set embeddings and compare them to query embeddings for One-Shot Learning.

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Apr 2 in Generative AI by Ashutosh
• 32,730 points • 118 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
• 32,730 points • 116 views
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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
• 32,730 points • 123 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
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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
• 32,730 points • 106 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
• 32,730 points • 104 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
• 32,730 points • 107 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
• 32,730 points • 104 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
• 32,730 points • 102 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
• 32,730 points • 125 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
• 32,730 points • 129 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
• 32,730 points • 129 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
• 32,730 points • 125 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
• 32,730 points • 119 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
• 32,730 points • 112 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
• 32,730 points • 112 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
• 32,730 points • 111 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 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 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
• 32,730 points • 108 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
• 32,730 points • 114 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
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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
• 32,730 points • 102 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
• 32,730 points • 106 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 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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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
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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
• 32,730 points • 98 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 • 103 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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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 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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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
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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
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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
• 32,730 points • 139 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
• 32,730 points • 139 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
• 32,730 points • 134 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
• 32,730 points • 115 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
• 32,730 points • 109 views
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