Trending questions in Generative AI

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Write a Python script to quantize an LLM for deployment on a Raspberry Pi.

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Apr 25 in Generative AI by nimina
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How would you distribute an LLM across TPU, GPU, and CPU for cost-effective deployment?

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Apr 25 in Generative AI by mr tech banerjii
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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 • 132 views
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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?

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Apr 25 in Generative AI by shalini yadav reddy
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How Implement LoRA-based fine-tuning for a 7B-parameter model using PyTorch.

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Apr 24 in Generative AI by megha
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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
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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?

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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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How can SHAP values or LIME be applied to improve interpretability in generative AI?

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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
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Write a training loop in Hugging Face’s Trainer API to fine-tune GPT-4 on a custom dataset.

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

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

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

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

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Apr 22 in Generative AI by nikon
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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
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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
• 30,530 points • 92 views
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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
• 30,530 points • 108 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
 • 16,540 points • 100 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
• 30,530 points • 99 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
• 30,530 points • 97 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
• 30,530 points • 93 views
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Design a workflow to generate context-aware embeddings for legal document indexing in LLamaIndex.

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

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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
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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 to Implement a ReAct prompting strategy for a multi-turn dialogue system?

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Apr 16 in Generative AI by Ashutosh
• 30,530 points • 82 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
• 30,530 points • 66 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
• 30,530 points • 74 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
• 30,530 points • 72 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
• 30,530 points • 72 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
• 30,530 points • 68 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 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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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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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
 • 16,540 points • 85 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
 • 16,540 points • 80 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
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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
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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
• 30,530 points • 78 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
 • 16,540 points • 72 views
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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
• 30,530 points • 70 views
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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
• 30,530 points • 70 views
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