Trending questions in Generative AI

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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
• 27,410 points • 37 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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Apr 3 in Generative AI by Ashutosh
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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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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 create a TPU-optimized implementation of the softmax function?

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Apr 2 in Generative AI by Nidhi
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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
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How would you use Apache Spark to preprocess a massive text dataset for LLM training?

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Apr 2 in Generative AI by mehek
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Implement a multi-GPU inference pipeline for a foundation model using DeepSpeed or TensorParallel.

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Apr 1 in Generative AI by safak
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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
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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 apply Bayesian optimization to optimize hyperparameters in generative models?

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Apr 3 in Generative AI by Nidhi
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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 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 implement TPU-accelerated matrix factorization for a recommendation system?

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Apr 3 in Generative AI by Ashutosh
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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
• 27,410 points • 23 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
• 27,410 points • 22 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
 • 15,620 points • 55 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
• 27,410 points • 19 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
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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 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
• 27,410 points • 53 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.

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Apr 1 in Generative AI by nomi
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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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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
• 27,410 points • 43 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
• 27,410 points • 42 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
• 27,410 points • 42 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
• 27,410 points • 49 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
• 27,410 points • 47 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
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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 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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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
• 27,410 points • 38 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

Apr 1 in Generative AI by menora
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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 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
• 27,410 points • 44 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
• 27,410 points • 34 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
• 27,410 points • 34 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
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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 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
• 27,410 points • 34 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
• 27,410 points • 31 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
• 27,410 points • 42 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 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
 • 15,620 points • 46 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
• 27,410 points • 46 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
• 27,410 points • 39 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
• 27,410 points • 39 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.

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

Apr 1 in Generative AI by Ashutosh
• 27,410 points • 44 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
• 27,410 points • 43 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
• 27,410 points • 36 views
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