Trending questions in Generative AI

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How would you address bias mitigation when training a text generation model on diverse datasets?

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Apr 4 in Generative AI by Ashutosh
• 33,350 points • 146 views
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How would you design a context-aware document search system using an LLM and a vector database?

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Apr 4 in Generative AI by Nidhi
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How do generative AI handle rare events in tasks like anomaly detection or fraud detection?

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Apr 4 in Generative AI by Ashutosh
• 33,350 points • 137 views
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How would you handle heterogeneous data (e.g., audio and text) in a multimodal generative model for speech-to-text generation?

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Apr 3 in Generative AI by Ashutosh
• 33,350 points • 178 views
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What is the role of instruction tuning in enabling models to generate containerization scripts using tools like Docker and Kubernetes?

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Apr 2 in Generative AI by shima
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Write code to train a NeRF model with adversarial loss to improve photo-realism.

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Apr 2 in Generative AI by radhika
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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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How would you use LoRA (Low-Rank Adaptation) to fine-tune a large model with limited computational resources?

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Apr 2 in Generative AI by vineet
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How do you handle text truncation and padding issues in the input data when training a transformer-based language model?

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Apr 3 in Generative AI by Ashutosh
• 33,350 points • 167 views
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Demonstrate how to use LLamaIndex to retrieve financial reports stored in AWS S3.

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Apr 2 in Generative AI by nomaid
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How would you implement memory-efficient techniques to reduce GPU load in training a generative model?

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Apr 3 in Generative AI by Nidhi
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How would you implement distributed training on a TPU pod using TensorFlow's tf.distribute API?

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Apr 2 in Generative AI by Nidhi
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How would you integrate low-rank factorization to compress large-scale LLMs without significant performance degradation?

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Apr 4 in Generative AI by Ashutosh
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How would you create a TPU-optimized implementation of the softmax function?

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Apr 2 in Generative AI by Nidhi
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What strategies would you use to generate realistic conversational dialogue in a chatbot system using generative models?

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Apr 3 in Generative AI by Nidhi
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Write a script to deploy a foundation model (like GPT or BERT) on AWS Lambda with ONNX optimization.

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Apr 1 in Generative AI by nomi
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Write a function to implement contrastive learning for improving embeddings in LLM tasks.

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Apr 3 in Generative AI by Nidhi
 • 16,260 points • 152 views
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How would you implement a hybrid retrieval-LLM pipeline for long-form document summarization?

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Apr 3 in Generative AI by Nidhi
 • 16,260 points • 148 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
• 33,350 points • 187 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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How would you enhance out-of-the-box performance of generative models for real-time translations in low-resource languages?

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Apr 3 in Generative AI by Ashutosh
• 33,350 points • 143 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
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How do you deal with gradual drift in a generative model during online learning and avoid model degradation?

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Apr 3 in Generative AI by Ashutosh
• 33,350 points • 142 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
• 33,350 points • 181 views
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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
 • 16,260 points • 170 views
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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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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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How would you implement TPU-accelerated matrix factorization for a recommendation system?

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Apr 3 in Generative AI by Ashutosh
• 33,350 points • 131 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
• 33,350 points • 172 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
• 33,350 points • 162 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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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
• 33,350 points • 161 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
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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
• 33,350 points • 158 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
• 33,350 points • 122 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
• 33,350 points • 121 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 • 120 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
• 33,350 points • 117 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
• 33,350 points • 151 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 • 114 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
• 33,350 points • 149 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
• 33,350 points • 111 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
• 33,350 points • 144 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 • 141 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
• 33,350 points • 138 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
• 33,350 points • 143 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
• 33,350 points • 141 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
• 33,350 points • 133 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
• 33,350 points • 126 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
• 33,350 points • 164 views
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