Trending questions in Generative AI

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Write a script to benchmark inference latency of a pretrained model running on a TPU.

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Apr 2 in Generative AI by Nidhi
 • 16,140 points • 62 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
• 28,650 points • 62 views
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Write a Python function to calculate the cosine similarity between two embeddings in a One-Shot Learning framework.

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Apr 2 in Generative AI by Ashutosh
• 28,650 points • 67 views
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How would you design a language model that generates dynamic responses for online customer service chatbots?

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Apr 1 in Generative AI by nini
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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
• 28,650 points • 59 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
• 28,650 points • 59 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
• 28,650 points • 64 views
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Implement a pipeline to generate embedding vectors for a new dataset using One-Shot Learning techniques.

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Apr 2 in Generative AI by Ashutosh
• 28,650 points • 64 views
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How would you use transfer learning with a pre-trained ResNet model to implement a One-Shot Learning system?

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Apr 2 in Generative AI by Ashutosh
• 28,650 points • 63 views
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How would you use byte-pair encoding (BPE) to train a tokenizer for a new foundation model?

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Apr 1 in Generative AI by menora
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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
• 28,650 points • 55 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 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
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How would you implement a triplet loss function for training a model designed for One-Shot Learning? Provide the code.

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Apr 2 in Generative AI by Ashutosh
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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
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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
• 28,650 points • 51 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
• 28,650 points • 53 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
• 28,650 points • 51 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
• 28,650 points • 43 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
• 28,650 points • 47 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
• 28,650 points • 43 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
• 28,650 points • 68 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
• 28,650 points • 61 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
• 28,650 points • 59 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
• 28,650 points • 64 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 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 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
• 28,650 points • 57 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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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 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
• 28,650 points • 57 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
• 28,650 points • 50 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
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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
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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
• 28,650 points • 53 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
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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
• 28,650 points • 46 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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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
 • 16,140 points • 50 views
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Write a program to compare the performance of two foundation models on the GLUE benchmark.

Can i know Write a program to ...READ MORE

Apr 1 in Generative AI by Nidhi
 • 16,140 points • 49 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
• 28,650 points • 43 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
• 28,650 points • 40 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
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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
 • 94 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
 • 93 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
 • 79 views
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How would you combine transformer networks with graph neural networks (GNNs) to generate structured data for knowledge graph creation?

With the help of proper code example ...READ MORE

Mar 26 in Generative AI by Ashutosh
• 28,650 points • 77 views
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How would you utilize BERT embeddings in a language model to generate semantic-rich content for chatbots?

Can you tell me How would you ...READ MORE

Mar 26 in Generative AI by Ashutosh
• 28,650 points • 76 views
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How would you implement perceptual loss in a GAN for generating realistic images in artificial intelligence for photo-realism?

With the help of proper code example ...READ MORE

Mar 26 in Generative AI by Ashutosh
• 28,650 points • 71 views
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