Rohit-Rannavre / Data-Science-2023

This repository contains some data science projects I have done for practical purposes.

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⭐ Data Science Projects [2023]

This repository contains some ML/DL projects that I have done as a beginner for practical purposes.


Artificial Neural Network - ANN


⚡ Iris Classification

Python Code

⚡ Iris Classification with Keras Tuner

Python Code

⚡ Diabetes Prediction

Dataset

Python Code

⚡ Heart Disease Prediction

Dataset

Python Code

⚡ Graduate Admission Prediction

Dataset

Python Code

⚡ Credit Card Customer Churn Prediction

Dataset

Python Code

⚡ Fashion MNIST Image Classification with Hyperparameter Tuning

Python Code


Convolutional Neural Network [CNN] / Computer Vision


⚡ Satellite Image Classification

Dataset

Python Code

⚡ Flower Classification with Data Augmentation [tf.keras.layers]

Python Code

⚡ Flower Classification with Data Augmentation [tf.image]

Python Code

⚡ Flower Classification with VGG16 [Feature Extraction]

Python Code

⚡ Flower Classification with MobileNet [Fine Tuning]

Python Code

⚡ Flower Classification with Inception [TensorFlow Hub]

Python Code


Recurrent Neural Network [RNN] / Natural Language Processing [NLP]


⚡ Spam Classification with Bag-of-Words

Dataset

Python Code

⚡ Spam Classification with TF-IDF

Dataset

Python Code

⚡ IMDB - Sentiment Analysis with SimpleRNN

Python Code

⚡ IMDB - Sentiment Analysis with Embedding Layer & SimpleRNN

Python Code

⚡ IMDB - Sentiment Analysis with Text Vectorization Layer, Embedding Layer & LSTM

Python Code

⚡ IMDB - Sentiment Analysis with Text Vectorization Layer, Embedding Layer & GRU

Dataset

Python Code

⚡ Fake News Classification with Pretrained Word2Vec Model

Dataset

Python Code

⚡ Fake News Classification with Pretrained Glove Model

Dataset

Python Code

⚡ Fake News Classification with Spacy Vectors

Python Code

⚡ Word Embeddings with FastText

Dataset

Python Code

⚡ IMDB - Sentiment Analysis with FastText

Dataset

Python Code

⚡ IMDB - Sentiment Analysis with BERT

Python Code


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This repository contains some data science projects I have done for practical purposes.

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