Trending questions in Generative AI

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Write a Kubernetes YAML configuration to auto-scale an LLM inference service based on traffic load.

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Apr 24 in Generative AI by anupam
edited May 2 by Ashutosh • 193 views
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How would you distribute an LLM across TPU, GPU, and CPU for cost-effective deployment?

You can distribute an LLM across TPU, ...READ MORE

Apr 25 in Generative AI by mr tech banerjii
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How can an LLM detect and correct poorly structured prompts?

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Apr 25 in Generative AI by momita
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How can KV-store optimizations speed up long-context LLMs?

You can speed up long-context LLMs by ...READ MORE

Apr 25 in Generative AI by shalini yadav reddy
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How can SHAP values or LIME be applied to improve interpretability in generative AI?

You can apply SHAP or LIME to ...READ MORE

Apr 24 in Generative AI by minna
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How to implement a method to watermark text outputs from an LLM for content authenticity verification.

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Apr 24 in Generative AI by momita
 • 173 views
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Design a NAS pipeline to optimize the Transformer block for text generation.

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Apr 25 in Generative AI by mina
 • 146 views
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Write a Python function to efficiently manage multi-turn conversations in a chatbot.

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Apr 24 in Generative AI by minato
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How can you implement ACT in a large language model to control per-token computation?

You can implement Adaptive Computation Time (ACT) ...READ MORE

Apr 24 in Generative AI by sabrina
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When should you use PEFT techniques instead of full model fine-tuning?

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Apr 25 in Generative AI by rakshita
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Write a training loop in Hugging Face’s Trainer API to fine-tune GPT-4 on a custom dataset.

You can fine-tune GPT-4 on a custom ...READ MORE

Apr 24 in Generative AI by norita
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How can the forward-forward algorithm replace backpropagation in training large-scale models?

You can replace backpropagation with the forward-forward ...READ MORE

Apr 24 in Generative AI by anushka
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How can caching mechanisms be optimized for high-throughput inference?

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Apr 24 in Generative AI by chichi
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How can SMPC be leveraged to allow multiple parties to collaborate on AI training while preserving data privacy?

You can leverage Secure Multi-Party Computation (SMPC) ...READ MORE

Apr 24 in Generative AI by keshav
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How would you optimize a Triton inference server for hosting multiple generative models?

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Apr 24 in Generative AI by supriya
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How can homomorphic encryption allow for secure computation on encrypted prompts?

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Apr 24 in Generative AI by nidhita
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How would you convert a transformer-based LLM checkpoint to ONNX format for deployment?

You can convert a transformer-based LLM checkpoint ...READ MORE

Apr 22 in Generative AI by minna
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How would you align cross-lingual embeddings for LLMs using translation datasets?

You can align cross-lingual embeddings for LLMs ...READ MORE

Apr 22 in Generative AI by nikon
 • 155 views
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Write a function to evaluate the compatibility of shared prompts across two LLM APIs.

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Apr 22 in Generative AI by minato
 • 140 views
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How would you transfer knowledge from a monolingual model to a multi-lingual LLM?

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Apr 22 in Generative AI by anusha
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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
• 32,930 points • 134 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
 • 164 views
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Write a Python script to implement a byte pair encoding (BPE) tokenizer from scratch.

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

Apr 16 in Generative AI by Ashutosh
• 32,930 points • 144 views
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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
• 32,930 points • 142 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
• 32,930 points • 137 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
• 32,930 points • 136 views
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Write a Python server that streams LLM responses using WebSockets.

Can you Write a Python server that ...READ MORE

Apr 16 in Generative AI by Nidhi
 • 16,260 points • 133 views
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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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Develop a generative AI system that reviews Python code and suggests optimizations.

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Apr 16 in Generative AI by Nidhi
 • 16,260 points • 126 views
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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
• 32,930 points • 134 views
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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
 • 16,260 points • 109 views
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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
• 32,930 points • 107 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
• 32,930 points • 116 views
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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
• 32,930 points • 103 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
• 32,930 points • 103 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
• 32,930 points • 101 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?

May i know Your task is to ...READ MORE

Apr 15 in Generative AI by Nidhi
 • 16,260 points • 135 views
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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
• 32,930 points • 99 views
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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
 • 16,260 points • 131 views
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How can LLamaIndex be utilized to build an AI-powered recommendation system for e-commerce platforms?

May i know How can LLamaIndex be ...READ MORE

Apr 15 in Generative AI by Ashutosh
• 32,930 points • 130 views
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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
 • 16,260 points • 128 views
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In a chatbot system, how can KV caching be optimized to reduce redundant computations?

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

Apr 15 in Generative AI by Nidhi
 • 16,260 points • 122 views
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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
 • 16,260 points • 114 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
 • 16,260 points • 109 views
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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
 • 16,260 points • 108 views
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Write a script to map the embeddings of two LLMs with different tokenizer vocabularies.

Can i know Write a script to ...READ MORE

Apr 15 in Generative AI by Ashutosh
• 32,930 points • 107 views
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How would you align token embeddings across two different LLMs for cross-model compatibility?

Can you tell me How would you ...READ MORE

Apr 15 in Generative AI by Nidhi
 • 16,260 points • 106 views
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Write a solution to create a content moderation system using LLamaIndex for social media text.

Can you tell me Write a solution ...READ MORE

Apr 15 in Generative AI by Ashutosh
• 32,930 points • 102 views
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0 answers

Write a function to implement chunked dataset streaming for out-of-memory training on massive corpora.

May i know how to write a ...READ MORE

Apr 15 in Generative AI by Nidhi
 • 16,260 points • 100 views
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Implement a multi-document summarization tool using LLamaIndex.

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

Apr 15 in Generative AI by Ashutosh
• 32,930 points • 94 views
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