https://github.com/jacktheprogrammer/working-with-text-classification
My personal portfolio projects to work with NLP data for classification and analysis using ML and neural network using tensorflow and
https://github.com/jacktheprogrammer/working-with-text-classification
emotion-classification pytorch pytorch-lightning sentiment-analysis sentiment-classification spam-classification tensorflow text-classification
Last synced: 3 months ago
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My personal portfolio projects to work with NLP data for classification and analysis using ML and neural network using tensorflow and
- Host: GitHub
- URL: https://github.com/jacktheprogrammer/working-with-text-classification
- Owner: JackTheProgrammer
- License: mit
- Created: 2025-02-13T11:33:05.000Z (3 months ago)
- Default Branch: main
- Last Pushed: 2025-02-13T17:42:23.000Z (3 months ago)
- Last Synced: 2025-02-13T18:25:13.299Z (3 months ago)
- Topics: emotion-classification, pytorch, pytorch-lightning, sentiment-analysis, sentiment-classification, spam-classification, tensorflow, text-classification
- Language: Jupyter Notebook
- Homepage:
- Size: 5.79 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# NLP data classification and Analysis
In this project of mine, I have worked with textual data analysis, classification, and handling imbalance datasets using SMOTE technique for performing analysis and classification of the text data.
## Projects nature
I've done sentiment analysis/classification, spam detection of emails. The datasets are present in the repo, wither as it is or their link is provided in the notebook itself. Here're the [spam emails dataset](https://www.kaggle.com/datasets/chandramoulinaidu/spam-classification-for-basic-nlp "Dataset") and [twitter sentiment analysis hate speech dataset](https://www.kaggle.com/datasets/fawadawan/twitter-hate-speech-sentiment-analysis "Dataset").
# Learning Resources
* [Complete NLP Hands on course](https://youtu.be/M7SWr5xObkA?si=PFIts8OLjQvgYcG- "Video")
* [Email Spam Detection Hands on project](https://youtu.be/hOuvYcw_sVQ?si=obZIXosmFyUFCab2 "Video")
* [Sentiment Analysis Hands on project](https://youtu.be/e0WW5w13V64?si=hN_HawQfjIG3KQCS "Video")
* [Text classification with PyTorch](https://medium.com/@mzeynali01/building-a-text-classification-model-with-pytorch-lightning-a-deep-dive-7a262cb5784b "Blog")