Trending questions in Generative AI

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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 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 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?

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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
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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
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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
• 32,730 points • 125 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
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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
• 32,730 points • 121 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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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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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
• 32,730 points • 87 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
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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
• 32,730 points • 90 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
• 32,730 points • 88 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
• 32,730 points • 86 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 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
• 32,730 points • 98 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
 • 16,140 points • 95 views
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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 • 95 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
• 32,730 points • 90 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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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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Implement a multi-document summarization tool using LLamaIndex.

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Apr 15 in Generative AI by Ashutosh
• 32,730 points • 83 views
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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
• 32,730 points • 78 views
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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
• 32,730 points • 74 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
 • 32,730 points • 185 views
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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 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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How can you implement static vs. dynamic sharding for TPU datasets?

You can implement static vs dynamic sharding ...READ MORE

Apr 15 in Generative AI by medha
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