Trending questions in Generative AI

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How would you reduce sampling variance when generating text from a generative language model?

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Apr 3 in Generative AI by Nidhi
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Write code to perform dynamic input batching for a TPU-based training pipeline.

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Apr 2 in Generative AI by Nidhi
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Write code to convert a TensorFlow SavedModel for efficient TPU inference.

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Apr 2 in Generative AI by Nidhi
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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
• 32,930 points • 153 views
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How would you implement TPU-accelerated matrix factorization for a recommendation system?

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Apr 3 in Generative AI by Ashutosh
• 32,930 points • 110 views
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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
• 32,930 points • 151 views
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Demonstrate how to use tpu_strategy.scope() to manage variable creation on TPUs.

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Apr 3 in Generative AI by Ashutosh
• 32,930 points • 108 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
• 32,930 points • 150 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
• 32,930 points • 149 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
• 32,930 points • 138 views
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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
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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
• 32,930 points • 137 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
• 32,930 points • 136 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
• 32,930 points • 100 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
• 32,930 points • 141 views
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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
 • 16,260 points • 98 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
• 32,930 points • 133 views
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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
• 32,930 points • 97 views
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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
 • 16,260 points • 96 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
• 32,930 points • 95 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
• 32,930 points • 130 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
• 32,930 points • 128 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
 • 16,260 points • 123 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
• 32,930 points • 128 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
• 32,930 points • 120 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
• 32,930 points • 115 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
• 32,930 points • 118 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
• 32,930 points • 111 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
• 32,930 points • 110 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
• 32,930 points • 145 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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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
• 32,930 points • 139 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
• 32,930 points • 139 views
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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
• 32,930 points • 137 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
 • 16,260 points • 131 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
• 32,930 points • 122 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
• 32,930 points • 122 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
• 32,930 points • 122 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
• 32,930 points • 128 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
• 32,930 points • 127 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
 • 16,260 points • 126 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
 • 16,260 points • 126 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
• 32,930 points • 120 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
• 32,930 points • 118 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
• 32,930 points • 117 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 • 119 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 • 118 views
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How do you implement forward propagation in a neural network that includes residual connections (e.g., ResNet architecture)?

With the help of Python programming, can ...READ MORE

Apr 1 in Generative AI by Ashutosh
• 32,930 points • 118 views
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Write code to train a causal language model using masked language modeling (MLM) objectives.

With the help of code, can you ...READ MORE

Apr 1 in Generative AI by Nidhi
 • 16,260 points • 113 views
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Design and implement a multi-layer perceptron (MLP) in PyTorch to model the NeRF density and color fields.

Can you tell me how to Design ...READ MORE

Apr 1 in Generative AI by Ashutosh
• 32,930 points • 107 views
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