Trending questions in Generative AI

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How can you build an LLM API that supports real-time streaming using Server-Sent Events (SSE)?

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Apr 17 in Generative AI by Ashutosh
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Write a Python script to implement a byte pair encoding (BPE) tokenizer from scratch.

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Apr 16 in Generative AI by Ashutosh
• 32,530 points • 128 views
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Write a Python server that streams LLM responses using WebSockets.

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Apr 16 in Generative AI by Nidhi
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Implement a Python script to connect an LLM with a FAISS-based vector store.

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Apr 16 in Generative AI by Ashutosh
• 32,530 points • 122 views
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How to Implement a flash attention module for a Transformer model in PyTorch.

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Apr 16 in Generative AI by Ashutosh
• 32,530 points • 119 views
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How to Implement a 4-bit quantization strategy using bitsandbytes for efficient inference.

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Apr 16 in Generative AI by Ashutosh
• 32,530 points • 118 views
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Design a workflow to generate context-aware embeddings for legal document indexing in LLamaIndex.

You can generate context-aware embeddings for legal ...READ MORE

Apr 21 in Generative AI by mimi
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What strategies can you implement for resolving embedding mismatches in LLamaIndex?

You can resolve embedding mismatches in LlamaIndex ...READ MORE

Apr 21 in Generative AI by nimona
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Modify a Hugging Face generate() function to improve real-time token streaming speed.

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Apr 16 in Generative AI by Nidhi
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Develop a generative AI system that reviews Python code and suggests optimizations.

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Apr 16 in Generative AI by Nidhi
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How to Implement a role-based access control (RBAC) mechanism for an AI API to restrict unauthorized queries?

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Apr 16 in Generative AI by Ashutosh
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How can reinforcement learning be used to enforce ethical constraints on an AI chatbot?

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Apr 16 in Generative AI by Ashutosh
• 32,530 points • 85 views
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how to Implement a ReAct prompting strategy for a multi-turn dialogue system?

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Apr 16 in Generative AI by Ashutosh
• 32,530 points • 95 views
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How would you distill a 7B model into a 1.5B model while retaining key capabilities?

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Apr 16 in Generative AI by Ashutosh
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How would you prevent unauthorized prompt injections in an API-based LLM service?

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Apr 16 in Generative AI by Ashutosh
• 32,530 points • 86 views
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How would you design a generative model that self-corrects biased or hallucinated outputs?

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Apr 16 in Generative AI by Ashutosh
• 32,530 points • 84 views
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Your task is to generate ultra-long context responses. How would you implement sparse attention in a decoder-only transformer?

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Apr 15 in Generative AI by Nidhi
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How can you ensure that sensitive data isn’t leaked in a RAG-based chatbot?

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Apr 16 in Generative AI by Ashutosh
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How would you preprocess a multi-lingual dataset for fine-tuning an LLM while preserving special tokens?

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Apr 15 in Generative AI by Nidhi
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How to implement speculative decoding for a multi-turn chatbot using a small draft model.

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Apr 15 in Generative AI by Nidhi
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In a chatbot system, how can KV caching be optimized to reduce redundant computations?

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Apr 15 in Generative AI by Nidhi
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How would you convert unstructured text data into a structured format for LLM fine-tuning?

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Apr 15 in Generative AI by Nidhi
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How can LLamaIndex be utilized to build an AI-powered recommendation system for e-commerce platforms?

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Apr 15 in Generative AI by Ashutosh
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How would you integrate global and local attention for an optimized summarization model?

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Apr 15 in Generative AI by Nidhi
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How would you align token embeddings across two different LLMs for cross-model compatibility?

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Apr 15 in Generative AI by Nidhi
 • 16,140 points • 94 views
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How would you implement MoE to optimize inference efficiency while keeping model quality high?

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Apr 15 in Generative AI by Nidhi
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Write a script to map the embeddings of two LLMs with different tokenizer vocabularies.

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Apr 15 in Generative AI by Ashutosh
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Write a solution to create a content moderation system using LLamaIndex for social media text.

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Apr 15 in Generative AI by Ashutosh
• 32,530 points • 89 views
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Write a function to implement chunked dataset streaming for out-of-memory training on massive corpora.

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Apr 15 in Generative AI by Nidhi
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Implement a multi-document summarization tool using LLamaIndex.

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Apr 15 in Generative AI by Ashutosh
• 32,530 points • 82 views
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Write code to implement stopword filtering for preprocessing text data for LLM tasks.

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Apr 15 in Generative AI by Nidhi
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Propose a method to implement a contextual chatbot using LLamaIndex for customer support.

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Apr 15 in Generative AI by Ashutosh
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How would you use LLamaIndex to build a semantic search engine for research papers?

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Apr 15 in Generative AI by Ashutosh
• 32,530 points • 73 views
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How do you implement TPU-optimized convolution layers for 3D data?

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Apr 16 in Generative AI by hoor
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How to implement adapter fusion in QLoRA for multi-task learning?

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Apr 15 in Generative AI by nidhi
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How would you improve real-time content generation with feedback loops using reinforcement learning in interactive experiences?

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Apr 16 in Generative AI by priya
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Implement a function to compute ROC curves and AUC scores for evaluating the performance of a Siamese Network in a One-Shot Learning task.

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Apr 14 in Generative AI by anonymous
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How do you implement per-core tensor broadcasting in TPU systems?

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Apr 16 in Generative AI by simran
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Create a pipeline for end-to-end QLoRA fine-tuning using PyTorch Lightning.

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Apr 14 in Generative AI by anonymous
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How can you implement static vs. dynamic sharding for TPU datasets?

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Apr 15 in Generative AI by medha
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Create a function for custom parameter initialization in QLoRA fine-tuning.

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Apr 14 in Generative AI by anonymous
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How can One-Shot Learning be used to detect signature forgery with minimal genuine signature samples for training?

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Apr 14 in Generative AI by anonymous
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Write code to quantize activations in a Transformer architecture using QLoRA.

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Apr 14 in Generative AI by anonymous
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Write a script to log validation perplexity during QLoRA training.

You can log validation perplexity during QLoRA ...READ MORE

Apr 14 in Generative AI by anonymous
 • 32,530 points • 142 views
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How would you perform rank tuning in QLoRA for a large language model?

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Apr 14 in Generative AI by anonymous
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How to measure the impact of dynamic quantization in QLoRA on large datasets?

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Apr 14 in Generative AI by anonymous
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How does quantization noise affect model performance in QLoRA-tuned models?

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Apr 14 in Generative AI by anonymous
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How would you monitor gradient sparsity in QLoRA training?

You can monitor gradient sparsity in QLoRA ...READ MORE

Apr 14 in Generative AI by anonymous
 • 32,530 points • 105 views
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Write a function to normalize embeddings in a One-Shot Learning framework to improve model performance on unseen classes.

Normalizing embeddings ensures uniform vector scales, improving ...READ MORE

Apr 9 in Generative AI by nimantra
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How can you visualize embeddings created by LLamaIndex using a tool like t-SNE or UMAP?

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Apr 9 in Generative AI by Ashutosh
• 32,530 points • 108 views
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