AI Course for Beginners #18 | Multimodal AI: How AI Sees Images and Hears Audio (with Python)
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AI Course for Beginners #18 | Multimodal AI: How AI Sees Images and Hears Audio (with Python)
4 просмотра · 15 ч назад
SyntaxPilot
37 подписчиков
4 просмотра · 15 ч назад
AI Course for Beginners: Episode 18 of SyntaxPilot's free AI full course, with real-life examples for every concept. Multimodal AI: How AI Sees Images and Hears Audio (with Python).
In this video you'll learn:
• Why you can't feed raw pixels to a transformer
• Image patches and the Vision Transformer (ViT)
• Why fixed-label classifiers break
• CLIP: learning from images and captions
• Cosine similarity and zero-shot classification
• Vision-language models: image tokens + text tokens
• Audio: sample rate, frames, spectrograms, Whisper
Every concept starts with a real-life example, then an animation and notes, then live code in the SyntaxPilot online compiler.
Practice free in the SyntaxPilot compiler (nothing to install): https://syntaxpilot-learning-2026.web...
Detailed notes for this episode (code, outputs, practice): https://syntaxpilot-learning-2026.web...
Chapters
00:00 Welcome
00:31 Describing a photo
01:01 A photo is numbers
01:39 Attempt: pixels as tokens
02:15 Patches
02:54 Vision Transformer
03:36 Attempt: fixed labels
04:15 Photos with captions
04:46 CLIP
05:37 Zero-shot
06:13 Vision-language models
06:53 Sound
07:34 Hearing speech
08:17 Where you meet it
08:49 Common mistakes
09:26 Quick quiz
09:48 Quiz 2
10:05 Recap
10:30 Next episode
Next episode: Limits of LLMs: hallucination, knowledge cutoff and more
Post your homework and quiz answer in the comments, and subscribe for the full basic-to-master playlist, free.
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