Recent questions tagged artificial-intelligence

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How can Stochastic Weight Averaging (SWA) improve model generalization?

6 days ago in Generative AI by Nidhi
 • 15,820 points • 35 views
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How does caching Transformer layer outputs improve response time?

6 days ago in Generative AI by Nidhi
 • 15,820 points • 32 views
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How to design an automated pipeline that searches for optimal Transformer architectures.

6 days ago in Generative AI by Nidhi
 • 15,820 points • 33 views
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How can a neural reranker improve generative AI response accuracy?

6 days ago in Generative AI by Ashutosh
• 27,650 points • 34 views
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How can neural-symbolic architectures improve LLM logical reasoning?

6 days ago in Generative AI by Ashutosh
• 27,650 points • 32 views
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How can a security-focused reinforcement learning approach reduce prompt injection vulnerabilities?

6 days ago in Generative AI by Ashutosh
• 27,650 points • 26 views
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How can Flash Attention be used to optimize inference for AI-powered chatbots?

6 days ago in Generative AI by Ashutosh
• 27,650 points • 19 views
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How can meta-prompts be used to direct queries to the appropriate AI model in a serverless environment?

6 days ago in Generative AI by Ashutosh
• 27,650 points • 21 views
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How can KV-store optimizations speed up long-context LLMs?

6 days ago in Generative AI by Ashutosh
• 27,650 points • 15 views
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How would you distribute an LLM across TPU, GPU, and CPU for cost-effective deployment?

6 days ago in Generative AI by Ashutosh
• 27,650 points • 18 views
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How can an LLM detect and correct poorly structured prompts?

6 days ago in Generative AI by Ashutosh
• 27,650 points • 18 views
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How can you build an LLM API that supports real-time streaming using Server-Sent Events (SSE)?

6 days ago in Generative AI by Ashutosh
• 27,650 points • 19 views
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Convert a PyTorch-based LLM to ONNX and optimize for deployment.

6 days ago in Generative AI by Ashutosh
• 27,650 points • 19 views
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Write a Python server that streams LLM responses using WebSockets.

Apr 16 in Generative AI by Nidhi
 • 15,820 points • 31 views
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How to Implement a hybrid retrieval system combining BM25 and dense vector search for an LLM-based assistant.

Apr 16 in Generative AI by Nidhi
 • 15,820 points • 29 views
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Write a Python function to efficiently manage multi-turn conversations in a chatbot.

Apr 16 in Generative AI by Nidhi
 • 15,820 points • 30 views
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Write a Kubernetes YAML configuration to auto-scale an LLM inference service based on traffic load.

Apr 16 in Generative AI by Nidhi
 • 15,820 points • 26 views
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Modify a Hugging Face generate() function to improve real-time token streaming speed.

Apr 16 in Generative AI by Nidhi
 • 15,820 points • 27 views
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How Implement LoRA-based fine-tuning for a 7B-parameter model using PyTorch.

Apr 16 in Generative AI by Nidhi
 • 15,820 points • 28 views
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Write a Python script to quantize an LLM for deployment on a Raspberry Pi.

Apr 16 in Generative AI by Nidhi
 • 15,820 points • 27 views
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Develop a generative AI system that reviews Python code and suggests optimizations.

Apr 16 in Generative AI by Nidhi
 • 15,820 points • 21 views
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Design a NAS pipeline to optimize the Transformer block for text generation.

Apr 16 in Generative AI by Nidhi
 • 15,820 points • 20 views
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When should you use PEFT techniques instead of full model fine-tuning?

Apr 16 in Generative AI by Nidhi
 • 15,820 points • 17 views
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How to Implement a 4-bit quantization strategy using bitsandbytes for efficient inference.

Apr 16 in Generative AI by Ashutosh
• 27,650 points • 28 views
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Implement a Python script to connect an LLM with a FAISS-based vector store.

Apr 16 in Generative AI by Ashutosh
• 27,650 points • 25 views
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Write a training loop in Hugging Face’s Trainer API to fine-tune GPT-4 on a custom dataset.

Apr 16 in Generative AI by Ashutosh
• 27,650 points • 22 views
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How to Implement a flash attention module for a Transformer model in PyTorch.

Apr 16 in Generative AI by Ashutosh
• 27,650 points • 26 views
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Write a Python script to implement a byte pair encoding (BPE) tokenizer from scratch.

Apr 16 in Generative AI by Ashutosh
• 27,650 points • 26 views
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How can SHAP values or LIME be applied to improve interpretability in generative AI?

Apr 16 in Generative AI by Ashutosh
• 27,650 points • 22 views
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How can homomorphic encryption allow for secure computation on encrypted prompts?

Apr 16 in Generative AI by Ashutosh
• 27,650 points • 18 views
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How can reinforcement learning be used to enforce ethical constraints on an AI chatbot?

Apr 16 in Generative AI by Ashutosh
• 27,650 points • 17 views
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How to implement a method to watermark text outputs from an LLM for content authenticity verification.

Apr 16 in Generative AI by Ashutosh
• 27,650 points • 22 views
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How can SMPC be leveraged to allow multiple parties to collaborate on AI training while preserving data privacy?

Apr 16 in Generative AI by Ashutosh
• 27,650 points • 18 views
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How can the forward-forward algorithm replace backpropagation in training large-scale models?

Apr 16 in Generative AI by Ashutosh
• 27,650 points • 28 views
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How can you implement ACT in a large language model to control per-token computation?

Apr 16 in Generative AI by Ashutosh
• 27,650 points • 27 views
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how to Implement a ReAct prompting strategy for a multi-turn dialogue system?

Apr 16 in Generative AI by Ashutosh
• 27,650 points • 32 views
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How would you prevent unauthorized prompt injections in an API-based LLM service?

Apr 16 in Generative AI by Ashutosh
• 27,650 points • 29 views
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How can caching mechanisms be optimized for high-throughput inference?

Apr 16 in Generative AI by Ashutosh
• 27,650 points • 32 views
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How would you distill a 7B model into a 1.5B model while retaining key capabilities?

Apr 16 in Generative AI by Ashutosh
• 27,650 points • 19 views
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How would you optimize a Triton inference server for hosting multiple generative models?

Apr 16 in Generative AI by Ashutosh
• 27,650 points • 19 views
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How can you ensure that sensitive data isn’t leaked in a RAG-based chatbot?

Apr 16 in Generative AI by Ashutosh
• 27,650 points • 18 views
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How to Implement a role-based access control (RBAC) mechanism for an AI API to restrict unauthorized queries?

Apr 16 in Generative AI by Ashutosh
• 27,650 points • 27 views
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How would you design a generative model that self-corrects biased or hallucinated outputs?

Apr 16 in Generative AI by Ashutosh
• 27,650 points • 20 views
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How would you integrate global and local attention for an optimized summarization model?

Apr 15 in Generative AI by Nidhi
 • 15,820 points • 36 views
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How to implement speculative decoding for a multi-turn chatbot using a small draft model.

Apr 15 in Generative AI by Nidhi
 • 15,820 points • 36 views
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In a chatbot system, how can KV caching be optimized to reduce redundant computations?

Apr 15 in Generative AI by Nidhi
 • 15,820 points • 33 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?

Apr 15 in Generative AI by Nidhi
 • 15,820 points • 42 views
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How would you implement MoE to optimize inference efficiency while keeping model quality high?

Apr 15 in Generative AI by Nidhi
 • 15,820 points • 30 views
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How would you convert unstructured text data into a structured format for LLM fine-tuning?

Apr 15 in Generative AI by Nidhi
 • 15,820 points • 28 views
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Write code to implement stopword filtering for preprocessing text data for LLM tasks.

Apr 15 in Generative AI by Nidhi
 • 15,820 points • 18 views
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