Trending questions in Generative AI

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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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14 hours ago in Generative AI by Nidhi
 • 13,600 points • 20 views
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Write a function to implement contrastive learning for improving embeddings in LLM tasks.

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13 hours ago in Generative AI by Nidhi
 • 13,600 points • 17 views
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How would you reduce sampling variance when generating text from a generative language model?

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14 hours ago in Generative AI by Nidhi
 • 13,600 points • 16 views
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How would you implement memory-efficient techniques to reduce GPU load in training a generative model?

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13 hours ago in Generative AI by Nidhi
 • 13,600 points • 15 views
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How would you implement a hybrid retrieval-LLM pipeline for long-form document summarization?

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14 hours ago in Generative AI by Nidhi
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Write code to train a NeRF model with adversarial loss to improve photo-realism.

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1 day ago in Generative AI by radhika
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How can transfer learning improve the performance of a generative model for cross-domain data generation?

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14 hours ago in Generative AI by Nidhi
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How would you utilize data normalization techniques in preprocessing to enhance the performance of a generative model?

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14 hours ago in Generative AI by Ashutosh
• 24,610 points • 11 views
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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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14 hours ago in Generative AI by Ashutosh
• 24,610 points • 10 views
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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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14 hours ago in Generative AI by Ashutosh
• 24,610 points • 8 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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14 hours ago in Generative AI by Ashutosh
• 24,610 points • 7 views
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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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14 hours ago in Generative AI by Ashutosh
• 24,610 points • 6 views
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How would you apply Bayesian optimization to optimize hyperparameters in generative models?

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14 hours ago in Generative AI by Nidhi
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What methods would you use to reduce computational overhead when training a large generative model?

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14 hours ago in Generative AI by Nidhi
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How would you address memory constraints while training large text generation models?

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14 hours ago in Generative AI by Nidhi
 • 13,600 points • 3 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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14 hours ago in Generative AI by Ashutosh
• 24,610 points • 3 views
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Write a TPU-based implementation of a custom optimizer such as AdamW.

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14 hours ago in Generative AI by Ashutosh
• 24,610 points • 3 views
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How would you apply unsupervised learning to image denoising using a generative model?

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14 hours ago in Generative AI by Nidhi
 • 13,600 points • 2 views
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How would you implement TPU-accelerated matrix factorization for a recommendation system?

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14 hours ago in Generative AI by Ashutosh
• 24,610 points • 1 view
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Demonstrate how to use tpu_strategy.scope() to manage variable creation on TPUs.

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14 hours ago in Generative AI by Ashutosh
• 24,610 points • 1 view
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Implement a retry mechanism for TPU jobs in case of preemptive termination on Google Cloud.

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14 hours ago in Generative AI by Ashutosh
• 24,610 points • 1 view
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1 answer

What is the role of instruction tuning in enabling models to generate containerization scripts using tools like Docker and Kubernetes?

You can use instruction tuning to fine-tune ...READ MORE

1 day ago in Generative AI by shima
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How would you create a TPU-optimized implementation of the softmax function?

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1 day ago in Generative AI by Nidhi
 • 13,600 points • 35 views
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How would you implement distributed training on a TPU pod using TensorFlow's tf.distribute API?

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1 day ago in Generative AI by Nidhi
 • 13,600 points • 35 views
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1 answer

Demonstrate how to use LLamaIndex to retrieve financial reports stored in AWS S3.

You can use LlamaIndex with AWS S3 ...READ MORE

1 day ago in Generative AI by nomaid
 • 23 views
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1 answer

How would you use Apache Spark to preprocess a massive text dataset for LLM training?

You can use Apache Spark to preprocess ...READ MORE

1 day ago in Generative AI by mehek
 • 17 views
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1 answer

How would you use LoRA (Low-Rank Adaptation) to fine-tune a large model with limited computational resources?

You can use LoRA (Low-Rank Adaptation) to ...READ MORE

1 day ago in Generative AI by vineet
 • 15 views
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Write code to perform dynamic input batching for a TPU-based training pipeline.

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1 day ago in Generative AI by Nidhi
 • 13,600 points • 30 views
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How would you partition a large dataset for multi-host TPU training?

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1 day ago in Generative AI by Nidhi
 • 13,600 points • 24 views
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Write code to convert a TensorFlow SavedModel for efficient TPU inference.

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1 day ago in Generative AI by Nidhi
 • 13,600 points • 24 views
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1 answer

Write a script to deploy a foundation model (like GPT or BERT) on AWS Lambda with ONNX optimization.

You can deploy a foundation model like ...READ MORE

2 days ago in Generative AI by nomi
 • 28 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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1 day ago in Generative AI by Nidhi
 • 13,600 points • 16 views
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1 answer

How would you use byte-pair encoding (BPE) to train a tokenizer for a new foundation model?

You can use Byte-Pair Encoding (BPE) to ...READ MORE

2 days ago in Generative AI by menora
 • 27 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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1 day ago in Generative AI by Ashutosh
• 24,610 points • 16 views
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1 answer

Implement a multi-GPU inference pipeline for a foundation model using DeepSpeed or TensorParallel.

You can implement a multi-GPU inference pipeline ...READ MORE

2 days ago in Generative AI by safak
 • 26 views
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How would you augment a dataset to simulate one-shot scenarios while ensuring the embeddings remain consistent?

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1 day ago in Generative AI by Ashutosh
• 24,610 points • 15 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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1 day ago in Generative AI by Ashutosh
• 24,610 points • 14 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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1 day ago in Generative AI by Ashutosh
• 24,610 points • 21 views
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How would you utilize TPU pods to scale training for a large language model like BERT?

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1 day ago in Generative AI by Nidhi
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How can sharding datasets across TPU cores improve training performance? Write the code to shard a dataset in TensorFlow.

Can you tell me How can sharding ...READ MORE

1 day ago in Generative AI by Nidhi
 • 13,600 points • 13 views
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0 answers

Demonstrate how to set up a TPU cluster in Google Cloud and execute a simple TensorFlow program.

Can you Demonstrate how to set up ...READ MORE

1 day ago in Generative AI by Ashutosh
• 24,610 points • 13 views
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1 answer

How would you design a language model that generates dynamic responses for online customer service chatbots?

You can design a language model for ...READ MORE

2 days ago in Generative AI by nini
 • 23 views
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Write a script to save and load a QLoRA-adapted model checkpoint for inference in Hugging Face.

Can you write a script to save ...READ MORE

1 day ago in Generative AI by Ashutosh
• 24,610 points • 12 views
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Implement a function to measure the speedup gained by QLoRA quantization on a dataset with 1 million samples.

Can you Implement a function to measure ...READ MORE

1 day ago in Generative AI by Ashutosh
• 24,610 points • 12 views
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0 answers

Implement a function to generate support set embeddings and compare them to query embeddings for One-Shot Learning.

Can i know Implement a function to ...READ MORE

1 day ago in Generative AI by Ashutosh
• 24,610 points • 12 views
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Write a program to implement rank decomposition for adapting pre-trained embeddings to a new dataset using QLoRA.

Can you Write a program to implement ...READ MORE

1 day ago in Generative AI by Ashutosh
• 24,610 points • 11 views
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Write a function to apply 4-bit quantization to a pre-trained model using bitsandbytes for QLoRA training.

Can you Write a function to apply ...READ MORE

1 day ago in Generative AI by Ashutosh
• 24,610 points • 11 views
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0 answers

Write a Python function to evaluate the accuracy of a One-Shot Learning model using a confusion matrix.

Can you Write a Python function to ...READ MORE

1 day ago in Generative AI by Ashutosh
• 24,610 points • 11 views
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0 answers

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

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

1 day ago in Generative AI by Ashutosh
• 24,610 points • 18 views
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0 answers

How would you implement a Siamese Neural Network for One-Shot Learning to classify handwritten digits using the MNIST dataset?

Can i know How would you implement ...READ MORE

1 day ago in Generative AI by Ashutosh
• 24,610 points • 18 views
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