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Gary Stafford

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Articles

Automatic Speech Recognition (ASR) and Speech Translation Models for Batch Video Transcription and Machine Translation

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By Gary Stafford
| Medium
Learn to use task-specific open-weight transformer models to transcribe and translate speech from videos In addition to the many visual elements, typical video content contains multiple audio components, including ambient noises, sound effects, music, dialogue (spoken conversation), voice-over narration, signing, and even silence.
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Multilingual Vision Captioning: A Multi-Model Multimodal Approach to Image and Video Captioning and Translation

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By Gary Stafford
| Medium
Using a combination of Meta’s Llama 3.2 11B Vision Instruct, Facebook’s 600M NLLB-200, and LLaVA-Next-Video 7B models to produce multilingual image and video captions. Gary A. Stafford · Follow 30 min read · -- Video: The Coca-Cola Co., 1971, “Hilltop” commercial featuring the famous “I’d Like to Buy the World a Coke” song.
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Employing Task-Specific Transformer Models from Hugging Face in Amazon SageMaker for Batch NLP Tasks

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By Gary Stafford
| Medium
Explore the efficiencies of specialized transformer models available from Hugging Face to accomplish specific NLP tasks in Amazon SageMaker using real-time and batch inference In this post, we will explore the capabilities of specialized, task-specific transformer models to accomplish typical natural language processing (NLP) tasks. Using Amazon SageMaker, we will perform real-time and batch inference with transformer models.
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