Understanding Data Augmentation
Learn what data augmentation is and how it helps improve model training by creating smarter data instead of simply collecting more.
Aishwarya Srinivasan
945 views • May 16, 2025
About this video
WTH is Data Augmentation
You don’t always need more data- sometimes, you just need smarter data.
Enter: Data Augmentation 🔁
Whether you're training models in vision, text, or audio, adding creative tweaks to your existing dataset can massively improve generalization:
🖼️ Computer Vision – Rotate, flip, crop, brighten, or add noise with tools like ImageDataGenerator or Albumentations.
✍️ NLP – Swap synonyms, try back-translation, or mask words to simulate new language patterns.
🎧 Audio – Add background noise, shift pitch, or time-stretch to handle real-world acoustic variation.
No extra data collection. Just powerful transformations that help your model see, read, and hear better.
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Hi, I am Aishwarya Srinivasan, a data scientist, and a startup AI Advisor. I currently lead Developer Relations at Fireworks AI. I have a Masters in Data Science from Columbia University. I love creating educational content to teach people about AI topics, interview tips, personal branding, and productivity hacks.
You don’t always need more data- sometimes, you just need smarter data.
Enter: Data Augmentation 🔁
Whether you're training models in vision, text, or audio, adding creative tweaks to your existing dataset can massively improve generalization:
🖼️ Computer Vision – Rotate, flip, crop, brighten, or add noise with tools like ImageDataGenerator or Albumentations.
✍️ NLP – Swap synonyms, try back-translation, or mask words to simulate new language patterns.
🎧 Audio – Add background noise, shift pitch, or time-stretch to handle real-world acoustic variation.
No extra data collection. Just powerful transformations that help your model see, read, and hear better.
-------
Hi, I am Aishwarya Srinivasan, a data scientist, and a startup AI Advisor. I currently lead Developer Relations at Fireworks AI. I have a Masters in Data Science from Columbia University. I love creating educational content to teach people about AI topics, interview tips, personal branding, and productivity hacks.
Video Information
Views
945
Likes
31
Duration
2:30
Published
May 16, 2025