A Classification Model For Source Code Languages From Scratch
Hands-on tutorial on how to use Natural Language Processing techniques to build a classification model to detect the programming language of a given code snippet.
By Amal Hasni & Dhia Hmila:
Medium: / amal-hasni & / dhiahmila
Linkedin: / amal-hasni & / dhia-hmila
Twitter: / amal_hasni_ & / dhiahmila
Read the full article here: https://towardsdatascience.com/classi...
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Useful Links:
Demo: https://spot-language.herokuapp.com/
Kaggle Notebook: https://www.kaggle.com/amalhasni/crea...
Code on Github: https://github.com/amal-hasni/spot-la...
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Chapters:
00:00 Introduction
00:58 Building the Dataset
02:02 Data exploration and transformation
03:00 Preprocessing
03:22 Tokenization
07:16 Cleaning
10:30 Vectorisation
12:26 Choosing The Best Model
16:03 Parameters tuning
17:21 Final Result
17:29 Result Analysis
19:21 Demonstration
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