Introduction to Transfer Learning | Machine Learning | NLP & Computer Vision | Part 1/3

Published: 06 September 2022
on channel: Skillcate AI
2,610
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As humans, we have this inherent ability to transfer knowledge across tasks. For example: if you already know how to ride a bicycle, you can learn how to drive a motorcycle more easily with some fine-tuning on controlling the engine power. That’s precisely what Transfer Learning is.

This is a three part transfer learning series, where we have covered:
Basic intuition behind Transfer Learning, link:    • Introduction to Transfer Learning | Machin...  
Deep-dive into Google’s BERT Model for NLP:    • BERT Model | Transfer Learning | Deep Lear...  , and finally,
Build a Fake News Detection Model, using the pre-trained BERT Model:    • Fake News Detection Project with BERT Fine...  

Happy learning :)


🔥 Resources:

Project files: https://drive.google.com/drive/folder...


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1. Sentiment Analysis Project using LSTM:    • Sentiment Analysis with LSTM | Deep Learni...  
2. Sentiment Analysis Project (End-to-end) with ML Model Building + Deployment (using Flask):
---- a. Model Building:    • Sentiment Analysis Machine Learning Projec...   (Part-1)
---- b. Model Deployment:    • PIP + Virtual Environment | Flask Deployme...   (Part-2)
3. Sentiment Analysis Project using Traditional ML:    • Sentiment Analysis Project using Machine L...  
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