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What you'll learn?
- Data Augmentation using Word Embeddings
- Data Augmentation using Word Embeddings - Implementation
- Data Augmentation using BERT
- Data Augmentation using BERT - Implementation
- Data Augmentation using Back Translation
- Data Augmentation using Back Translation - Implementation
- Data Augmentation using T5
- Data Augmentation using T5 - Implementation
- Improving Quality of Augmented Data using Similarity Filter
- Ensemble Approach for Data Augmentation
- Comparison of Data Augmentation Techniques
Course Overview
You might have optimal machine learning algorithm to solve your problem. But once you apply it in real world soon you will realize that you need to train it on more data. Due to lack of large dataset you will try to further optimize the algorithm, tune hyper-parameters or look for some low tech approach. Most state of the art machine learning models are trained on large datasets. Real world performance of machine learning solutions drastically improves with more data.
Through this course you will learn multiple techniques for augmenting text data. These techniques can be used to generate data for any NLP task. This augmented dataset can help you to bridge the gap and quickly improve accuracy of your machine learning solutions.
Pre-requisites
- Basic knowledge of machine learning and NLP is good to have
Target Audience
- Anyone interested in machine learning and NLP
Curriculum 12 Lectures 00:11:40
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Section 1 : Introduction
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Section 2 : Word Embeddings
- Lecture 1 :
- Data Augmentation using Word Embeddings
- Lecture 2 :
- Implementation
-
Section 3 : BERT
- Lecture 1 :
- Data Augmentation using BERT
- Lecture 2 :
- Implementation
-
Section 4 : Back Translation
- Lecture 1 :
- Data Augmentation using Back Translation
- Lecture 2 :
- Implementation
-
Section 5 : T5
- Lecture 1 :
- Data Augmentation using T5
- Lecture 2 :
- Implementation
-
Section 6 : Ensemble Approach
- Lecture 1 :
- Similarity Filter
- Lecture 2 :
- Ensemble Approach
-
Section 7 : Comparison
- Lecture 1 :
- Comparison
Our learners work at
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Instructor
8689 Course Views
1 Courses
Hey, I am Prathamesh! Over last 5 years I have worked on several technologies. To quickly ramp up on new technologies, all you need is structured and to the point learning content. But its hard to find learning material on latest technologies that can be completed over the weekend and quickly applied in real project. This motivated me to start creating short and easy to understand courses on cutting edge technologies.
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