Recent questions tagged artificial-intelligence

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How to implement a UNet-based diffusion model for text-to-image generation using PyTorch.

1 day ago in Generative AI by Ashutosh
• 28,250 points • 16 views
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How to modify a Transformer’s positional embedding layer to support sequences longer than 4096 tokens.

1 day ago in Generative AI by Ashutosh
• 28,250 points • 11 views
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How to Convert a GPT-style model to INT8 precision using Hugging Face’s bitsandbytes.

1 day ago in Generative AI by Ashutosh
• 28,250 points • 15 views
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How to Implement a contrastive loss function for fine-tuning a text-generation model

1 day ago in Generative AI by Ashutosh
• 28,250 points • 12 views
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How to implement a Sparse Transformer in TensorFlow for handling large input sequences efficiently.

1 day ago in Generative AI by Ashutosh
• 28,250 points • 15 views
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How to Implement causal masking in a Transformer model’s self-attention mechanism.

1 day ago in Generative AI by Ashutosh
• 28,250 points • 10 views
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How can SSL techniques be used to enhance AI-driven code synthesis?

1 day ago in Generative AI by Ashutosh
• 28,250 points • 6 views
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How does rotary positional embedding improve generative model performance?

1 day ago in Generative AI by Ashutosh
• 28,250 points • 5 views
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How can ZKPs ensure AI model integrity in high-security applications?

1 day ago in Generative AI by Ashutosh
• 28,250 points • 6 views
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How can MPC enable privacy-preserving collaborative AI training?

1 day ago in Generative AI by Ashutosh
• 28,250 points • 6 views
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How can Stochastic Weight Averaging (SWA) improve model generalization?

Apr 17 in Generative AI by Nidhi
 • 16,020 points • 48 views
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How does caching Transformer layer outputs improve response time?

Apr 17 in Generative AI by Nidhi
 • 16,020 points • 51 views
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How to design an automated pipeline that searches for optimal Transformer architectures.

Apr 17 in Generative AI by Nidhi
 • 16,020 points • 49 views
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How can a neural reranker improve generative AI response accuracy?

Apr 17 in Generative AI by Ashutosh
• 28,250 points • 49 views
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How can neural-symbolic architectures improve LLM logical reasoning?

Apr 17 in Generative AI by Ashutosh
• 28,250 points • 44 views
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How can a security-focused reinforcement learning approach reduce prompt injection vulnerabilities?

Apr 17 in Generative AI by Ashutosh
• 28,250 points • 35 views
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How can Flash Attention be used to optimize inference for AI-powered chatbots?

Apr 17 in Generative AI by Ashutosh
• 28,250 points • 31 views
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How can meta-prompts be used to direct queries to the appropriate AI model in a serverless environment?

Apr 17 in Generative AI by Ashutosh
• 28,250 points • 35 views
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How can KV-store optimizations speed up long-context LLMs?

Apr 17 in Generative AI by Ashutosh
• 28,250 points • 39 views
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How would you distribute an LLM across TPU, GPU, and CPU for cost-effective deployment?

Apr 17 in Generative AI by Ashutosh
• 28,250 points • 36 views
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How can an LLM detect and correct poorly structured prompts?

Apr 17 in Generative AI by Ashutosh
• 28,250 points • 38 views
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How can you build an LLM API that supports real-time streaming using Server-Sent Events (SSE)?

Apr 17 in Generative AI by Ashutosh
• 28,250 points • 39 views
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Convert a PyTorch-based LLM to ONNX and optimize for deployment.

Apr 17 in Generative AI by Ashutosh
• 28,250 points • 49 views
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Write a Python server that streams LLM responses using WebSockets.

Apr 16 in Generative AI by Nidhi
 • 16,020 points • 46 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
 • 16,020 points • 64 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
 • 16,020 points • 45 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
 • 16,020 points • 41 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
 • 16,020 points • 41 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
 • 16,020 points • 45 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
 • 16,020 points • 52 views
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Develop a generative AI system that reviews Python code and suggests optimizations.

Apr 16 in Generative AI by Nidhi
 • 16,020 points • 31 views
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Design a NAS pipeline to optimize the Transformer block for text generation.

Apr 16 in Generative AI by Nidhi
 • 16,020 points • 42 views
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When should you use PEFT techniques instead of full model fine-tuning?

Apr 16 in Generative AI by Nidhi
 • 16,020 points • 33 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
• 28,250 points • 36 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
• 28,250 points • 35 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
• 28,250 points • 39 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
• 28,250 points • 40 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
• 28,250 points • 40 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
• 28,250 points • 46 views
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How can homomorphic encryption allow for secure computation on encrypted prompts?

Apr 16 in Generative AI by Ashutosh
• 28,250 points • 39 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
• 28,250 points • 27 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
• 28,250 points • 43 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
• 28,250 points • 32 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
• 28,250 points • 47 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
• 28,250 points • 46 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
• 28,250 points • 43 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
• 28,250 points • 39 views
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How can caching mechanisms be optimized for high-throughput inference?

Apr 16 in Generative AI by Ashutosh
• 28,250 points • 49 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
• 28,250 points • 30 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
• 28,250 points • 34 views
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