Recent questions tagged learning

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How to implement failover mechanisms for LLM inference failures.

Jun 17, 2025 in Generative AI by Ashutosh
• 33,370 points • 855 views
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How to Implement BLIP-2 fine-tuning for caption generation.

Jun 17, 2025 in Generative AI by Ashutosh
• 33,370 points • 576 views
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How do you detect backdoor attacks in pre-trained LLMs?

Jun 17, 2025 in Generative AI by Ashutosh
• 33,370 points • 490 views
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How do you integrate dynamic attention pruning in transformers?

Jun 17, 2025 in Generative AI by Ashutosh
• 33,370 points • 491 views
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How to implement cross-modal contrastive loss for text-image understanding.

Jun 17, 2025 in Generative AI by Ashutosh
• 33,370 points • 558 views
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how to implement document OCR + LLM pipeline for structured data extraction.

Jun 17, 2025 in Generative AI by Ashutosh
• 33,370 points • 1,010 views
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How do you train a custom WordPiece tokenizer for an AI model?

Jun 17, 2025 in Generative AI by Ashutosh
• 33,370 points • 568 views
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How to implement error-aware code generation using AI models.

Jun 17, 2025 in Generative AI by Ashutosh
• 33,370 points • 496 views
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How to implement natural language to SQL translation using an LLM.

Jun 17, 2025 in Generative AI by Ashutosh
• 33,370 points • 967 views
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How do you fine-tune a code model for a specific programming language?

Jun 17, 2025 in Generative AI by Ashutosh
• 33,370 points • 948 views
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How to implement contrastive debiasing for ethical AI model training.

Jun 17, 2025 in Generative AI by Ashutosh
• 33,370 points • 853 views
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How to Implement dense passage retrieval (DPR) with DistilBERT.

Jun 16, 2025 in Generative AI by Ashutosh
• 33,370 points • 503 views
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How do you handle query expansion in a retrieval-augmented chatbot?

Jun 16, 2025 in Generative AI by Ashutosh
• 33,370 points • 517 views
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How do you integrate Hierarchical Navigable Small World (HNSW) indexing in FAISS?

Jun 16, 2025 in Generative AI by Ashutosh
• 33,370 points • 738 views
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How to implement BitNet quantization for an LLM inference pipeline.

Jun 16, 2025 in Generative AI by Ashutosh
• 33,370 points • 650 views
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How to Implement Pruned MLP Blocks in a transformer for faster inference.

Jun 16, 2025 in Generative AI by Ashutosh
• 33,370 points • 515 views
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How do you apply SmoothQuant to optimize an LLM for edge deployment?

Jun 16, 2025 in Generative AI by Ashutosh
• 33,370 points • 505 views
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How do you fine-tune an LLM using selective layer freezing?

Jun 16, 2025 in Generative AI by Ashutosh
• 33,370 points • 495 views
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How to implement a custom optimizer based on Lion (EvoLION) for training LLMs.

Jun 16, 2025 in Generative AI by Ashutosh
• 33,370 points • 527 views
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How do you integrate DPR (Dense Passage Retrieval) with BM25 for hybrid search?

Jun 16, 2025 in Generative AI by Ashutosh
• 33,370 points • 391 views
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Write a script to update embeddings in real time using a PostgreSQL+pgvector setup.

Jun 16, 2025 in Generative AI by Ashutosh
• 33,370 points • 507 views
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Write a script to integrate LangChain’s VectorDB Retriever with FAISS/HNSW.

Jun 12, 2025 in Generative AI by Ashutosh
• 33,370 points • 522 views
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How to implement a real-time embedding refresh mechanism for a semantic search pipeline.

Jun 12, 2025 in Generative AI by Ashutosh
• 33,370 points • 526 views
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How do you modify a BART tokenizer to handle custom special tokens?

Jun 12, 2025 in Generative AI by Ashutosh
• 33,370 points • 550 views
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How do you implement multi-turn conversation fine-tuning using SFT with ChatML formatting?

Jun 12, 2025 in Generative AI by Ashutosh
• 33,370 points • 562 views
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Write a custom Hugging Face dataset loader for fine-tuning on a JSONL dataset.

Jun 12, 2025 in Generative AI by Ashutosh
• 33,370 points • 520 views
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Write a script to log perplexity metrics while training a decoder-only transformer.

Jun 12, 2025 in Generative AI by Ashutosh
• 33,370 points • 527 views
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How does on-demand weight loading optimize GPU VRAM for LLM hosting?

Jun 12, 2025 in Generative AI by Ashutosh
• 33,370 points • 651 views
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How do you optimize Faiss/HNSW index refresh in real-time RAG applications?

Jun 12, 2025 in Generative AI by Ashutosh
• 33,370 points • 583 views
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How do you use Bootstrap Your Own Latent (BYOL) for self-supervised multimodal learning?

Jun 12, 2025 in Generative AI by Ashutosh
• 33,370 points • 514 views
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How do you compare SimCSE vs. TSDAE for sentence representation learning?

Jun 12, 2025 in Generative AI by Ashutosh
• 33,370 points • 593 views
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How does sparse pruning improve inference efficiency in transformers?

Jun 12, 2025 in Generative AI by Ashutosh
• 33,370 points • 496 views
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How do you apply QLoRA to reduce LLM memory footprint without degrading performance?

Jun 12, 2025 in Generative AI by Ashutosh
• 33,370 points • 511 views
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How does bidirectional attention fusion improve sequence understanding in transformers?

Jun 12, 2025 in Generative AI by Ashutosh
• 33,370 points • 518 views
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How do you balance soft prompt tuning vs hard prompt tuning in fine-tuning GPT models?

Jun 12, 2025 in Generative AI by Ashutosh
• 33,370 points • 510 views
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How do you defend against adversarial perturbations in text classification models?

Jun 12, 2025 in Generative AI by Ashutosh
• 33,370 points • 505 views
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How does dynamic embedding re-ranking enhance retrieval precision in QA systems?

Jun 12, 2025 in Generative AI by Ashutosh
• 33,370 points • 515 views
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How do you use Faiss vs. Annoy for retrieval indexing in a RAG pipeline?

Jun 12, 2025 in Generative AI by Ashutosh
• 33,370 points • 631 views
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How do you optimize distributed inference using DeepSpeed and vLLM?

Jun 12, 2025 in Generative AI by Ashutosh
• 33,370 points • 624 views
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How do you implement low-rank adaptation (LoRA) to fine-tune a 7B parameter LLM efficiently?

Jun 11, 2025 in Generative AI by Ashutosh
• 33,370 points • 539 views
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How does attention sparsification improve compute efficiency in transformers?

Jun 11, 2025 in Generative AI by Ashutosh
• 33,370 points • 539 views
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How does hierarchical attention improve factual recall in document summarization?

Jun 11, 2025 in Generative AI by Ashutosh
• 33,370 points • 480 views
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How does gradient noise scale (GNS) impact convergence rates in LLM fine-tuning?

Jun 11, 2025 in Generative AI by Ashutosh
• 33,370 points • 634 views
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How do you implement cross-attention mechanisms in an encoder-decoder transformer?

Jun 11, 2025 in Generative AI by Ashutosh
• 33,370 points • 524 views
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How does adaptive computation time (ACT) impact inference latency?

Jun 11, 2025 in Generative AI by Ashutosh
• 33,370 points • 506 views
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How does token dropping affect perplexity in adaptive text generation?

Jun 11, 2025 in Generative AI by Ashutosh
• 33,370 points • 527 views
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How do you implement prefix tuning for domain adaptation in an LLM?

Jun 11, 2025 in Generative AI by Ashutosh
• 33,370 points • 538 views
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How does distillation work when compressing a 65B model to a 7B model?

Jun 11, 2025 in Generative AI by Ashutosh
• 33,370 points • 530 views
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How does progressive layer unfreezing improve domain-specific fine-tuning in transformers?

Jun 11, 2025 in Generative AI by Ashutosh
• 33,370 points • 781 views
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How do you use positional interpolation to extend the context length of a trained model?

Jun 9, 2025 in Generative AI by Ashutosh
• 33,370 points • 548 views
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