Recent questions tagged artificial-intelligence

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How do you handle imbalanced datasets when training or fine-tuning generative models, especially with class distribution biases?

Nov 8, 2024 in Generative AI by Ashutosh
• 26,410 points • 158 views
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What techniques do you use to cache or pre-compute frequently generated responses to reduce model load?

Nov 8, 2024 in Generative AI by Ashutosh
• 26,410 points • 170 views
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How do you handle issues related to model drift in production environments with continuously evolving data?

Nov 8, 2024 in Generative AI by Ashutosh
• 26,410 points • 159 views
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How do you maintain consistent generation quality when serving GPT models in low-latency environments?

Nov 8, 2024 in Generative AI by Ashutosh
• 26,410 points • 166 views
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How do you scale inference for large generative models across cloud infrastructure?

Nov 8, 2024 in Generative AI by Ashutosh
• 26,410 points • 155 views
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How do you implement efficient model compression techniques (e.g., quantization, pruning) for generative models?

Nov 8, 2024 in Generative AI by Ashutosh
• 26,410 points • 187 views
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What methods do you use to handle out-of-vocabulary words or tokens during text generation in GPT models?

Nov 8, 2024 in Generative AI by Ashutosh
• 26,410 points • 306 views
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How do you optimize memory usage when deploying large generative models in production?

Nov 8, 2024 in Generative AI by Ashutosh
• 26,410 points • 274 views
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What strategies do you use to handle context window limitations when generating long text with GPT models?

Nov 8, 2024 in Generative AI by Ashutosh
• 26,410 points • 199 views
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How do you mitigate the generation of low-quality samples in GANs during the early training stages?

Nov 8, 2024 in Generative AI by Ashutosh
• 26,410 points • 172 views
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How do you handle overfitting in large generative models during custom fine-tuning?

Nov 8, 2024 in Generative AI by Ashutosh
• 26,410 points • 175 views
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What methods do you use to optimize hyperparameters for fine-tuning GPT-3/4 on specific tasks?

Nov 7, 2024 in Generative AI by Ashutosh
• 26,410 points • 164 views
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How do you prevent mode collapse during the training of GANs, especially with imbalanced datasets?

Nov 7, 2024 in Generative AI by Ashutosh
• 26,410 points • 186 views
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How do you deal with vanishing or exploding gradients when training deep generative models (GANs, VAEs)?

Nov 7, 2024 in Generative AI by Ashutosh
• 26,410 points • 171 views
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What techniques do you use to reduce training time for large language models without sacrificing performance?

Nov 7, 2024 in Generative AI by Ashutosh
• 26,410 points • 175 views
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How do you handle memory constraints when training large generative models like GPT on limited hardware?

Nov 7, 2024 in Generative AI by Ashutosh
• 26,410 points • 159 views
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What challenges have you faced with bias in generative AI models, and how have you addressed them in your code?

Nov 7, 2024 in Generative AI by Ashutosh
• 26,410 points • 179 views
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How do you use generative models to create conversational agents, and what coding solutions have you implemented?

Nov 7, 2024 in Generative AI by Ashutosh
• 26,410 points • 156 views
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How do you manage memory and performance issues when training large generative models, and what coding strategies have helped?

Nov 7, 2024 in Generative AI by Ashutosh
• 26,410 points • 167 views
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What techniques do you use for prompt engineering in generative AI applications, and how do you test their effectiveness?

Nov 7, 2024 in Generative AI by Ashutosh
• 26,410 points • 136 views
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What methods do you use for evaluating the quality of generated outputs, and can you provide any coding examples?

Nov 7, 2024 in Generative AI by Ashutosh
• 26,410 points • 168 views
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How do you manage hyperparameter tuning for generative AI models, and what coding frameworks do you use?

Nov 7, 2024 in Generative AI by Ashutosh
• 26,410 points • 188 views
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What are the best practices for structuring training loops in your generative AI code, especially for GANs?

Nov 7, 2024 in Generative AI by Ashutosh
• 26,410 points • 188 views
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What strategies have you found effective for optimizing the inference speed of generative models, including any code snippets?

Oct 24, 2024 in Generative AI by Ashutosh
• 26,410 points • 174 views
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What coding techniques do you use to fine-tune GPT models on custom datasets, and can you share an example?

Oct 24, 2024 in Generative AI by Ashutosh
• 26,410 points • 186 views
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What strategies help maintain coherence in long-form text generation using GPT?

Oct 24, 2024 in Generative AI by Ashutosh
• 26,410 points • 300 views
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What resources or tools are recommended for learning more about prompt engineering?

Oct 22, 2024 in Generative AI by Ashutosh
• 26,410 points • 330 views
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What are some effective prompt engineering techniques for specific domains, like medical or legal text generation?

Oct 22, 2024 in Generative AI by Ashutosh
• 26,410 points • 230 views
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How can I utilize system messages to guide the behavior of AI models during prompt execution?

Oct 22, 2024 in Generative AI by Ashutosh
• 26,410 points • 195 views
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What common pitfalls should I avoid when crafting prompts for generative models?

Oct 22, 2024 in Generative AI by Ashutosh
• 26,410 points • 208 views
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How can I test and iterate on prompts effectively to optimize AI outputs?

Oct 22, 2024 in Generative AI by Ashutosh
• 26,410 points • 283 views
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What are the best practices for using few-shot learning in prompt engineering?

Oct 21, 2024 in ChatGPT by Ashutosh
• 26,410 points • 212 views
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How can I improve the specificity of prompts to enhance the accuracy of AI-generated responses?

Oct 21, 2024 in Generative AI by Ashutosh
• 26,410 points • 453 views
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What’s the best approach to code logic for an AI-powered text adventure game?

Oct 21, 2024 in Generative AI by Ashutosh
• 26,410 points • 215 views
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What are efficient Data Augmentation techniques for text-based generative models?

Oct 21, 2024 in Generative AI by Ashutosh
• 26,410 points • 211 views
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What are the best practices for building a text-to-image generation pipeline?

Oct 17, 2024 in Generative AI by Ashutosh
• 26,410 points • 419 views
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What strategies help maintain coherence in long-form text generation using GPT?

Oct 16, 2024 in Generative AI by Ashutosh
• 26,410 points • 283 views
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How can I reduce latency when using GPT models in real-time applications?

Oct 16, 2024 in ChatGPT by Ashutosh
• 26,410 points • 454 views
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How do you handle bias in generative AI models during training or inference?

Oct 16, 2024 in Generative AI by Ashutosh
• 26,410 points • 392 views
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What preprocessing steps are critical for improving GAN-generated images?

Oct 16, 2024 in ChatGPT by Ashutosh
• 26,410 points • 301 views
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What are the best practices for fine-tuning a Transformer model with custom data?

Oct 16, 2024 in ChatGPT by Ashutosh
• 26,410 points • 385 views
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How can I optimize GPT-3/4 API usage for generating large text while maintaining context?

Oct 16, 2024 in ChatGPT by Ashutosh
• 26,410 points • 279 views
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What does dimensionality reduction mean?

Mar 3, 2022 in Machine Learning by Dev
 • 6,000 points • 781 views
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What is the difference between Deep Learning and traditional Artificial Neural Network machine learning?

Feb 25, 2022 in Machine Learning by Nandini
 • 5,480 points • 695 views
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What is the difference between supervised learning and unsupervised learning?

Feb 22, 2022 in Machine Learning by Dev
 • 6,000 points • 1,146 views
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Is there any difference between an activation function and a transfer function?

Feb 21, 2022 in Machine Learning by Nandini
 • 5,480 points • 4,167 views
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Epoch vs Iteration when training neural networks

Feb 10, 2022 in Machine Learning by surbhi
 • 3,820 points • 1,544 views
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Epoch vs Iteration when training neural networks

Feb 10, 2022 in Machine Learning by Dev
 • 6,000 points • 10,954 views
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2 answers

what is artificial intelligence with examples?

Feb 7, 2022 in Others by Edureka
 • 13,630 points • 1,818 views
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2 answers

Which industries use AI and Machine Learning?

Nov 12, 2021 in Machine Learning by anonymous
 • 120 points • 690 views
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