ML Projects

NLP | Computer Vision | Time-series | Data Mining

I am actively doing projects in Machine Learning with more concentration on NLP and Computer Vision. Key projects are listed here each with a short description and link to project. All of my projects can be accessed via my github profile and kaggle profile.

Github: https://github.com/RajkumarGalaxy

Kaggle: https://www.kaggle.com/rajkumarl

Wiki-IR-ChatBot

Tags: NLP | Information Retrieval | NLTK | Web Scraping | BeautifulSoup | Python-OOP

Description: A ChatBot that responds to humans by retrieving information from Wikipedia!

Link to Project: https://github.com/RajkumarGalaxy/Wiki-IR-ChatBot

Conversational AI ChatBot

Tags: NLP | NLU | DialoGPT model | Transformer | Python-OOP

Description: Intelligent ChatBot built with Microsoft's DialoGPT transformer to make conversations with human users!

Link to Project: https://github.com/RajkumarGalaxy/Conversational-AI-ChatBot

Jane Street Market Prediction

Tags: Time-Series | ResNET | ML Interpretation with SHAP | Feature Engg

Description: Predicting share market price using LSTM-based ResNET architecture.

Link to Project: https://github.com/RajkumarGalaxy/Jane-Street-Market-Prediction

NLP Tasks in Two-Lines of Code

Tags: NLP | HuggingFace | Transformers | Pipelines

Description: Tasks such as Sentiment Analysis, Feature Extraction, Zero-shot Classification, Text generation, Mask filling, NER, Question Answering, Text summarization and Translation are performed.

Link to Project: https://www.kaggle.com/rajkumarl/nlp-tutorial-finish-tasks-in-two-lines-of-code

Ruddit Comment Extraction

Tags: Data Scraping | Text Mining | Reddit API | PRAW

Description: Ruddit Comments extracted from Reddit using Python Web Scraper PRAW based on a recent research paper.

Link to Project: https://github.com/RajkumarGalaxy/ruddit-comments

Sentiment Analysis on WNLI Dataset

Tags: NLP | BERT | PyTorch | Transformers | Fine-tuning | GLUE Benchmark

Description: Sentiment Analysis on WNLI by fine-tuning a BERT model in PyTorch.

Link to Project: https://www.kaggle.com/rajkumarl/nlp-tutorial-fine-tuning-in-pytorch

People Clothing Image Segmentation

Tags: Computer Vision | OpenCV | TensorFlow | U-Net | ResNet Encoder | Data Collection

Description: Data collection and cleaning, Data pre-processing, Modelling U-Net Architecture with a pre-trained ResNet encoder, Fine-tuning, Model evaluation

Data Collection: https://www.kaggle.com/rajkumarl/how-to-convert-matlab-file-into-png-image-file

ML Modeling: https://www.kaggle.com/rajkumarl/get-started-with-semantic-segmentation

Linear Image Filtering

Tags: Computer Vision | Python | Convolution | Cross-Correlation | Image Filter

Description: Tasks such as Cross-correlation, Convolution, Properties of convolution with proof, Moving average filter, Gaussian filter, Edge filter and separable filters are performed.

Link to Project: https://www.kaggle.com/rajkumarl/computer-vision-linear-filtering

Python Image Processing

Tags: Computer Vision | Python | NumPy | Histogram Equalization | Signal Processing

Description: Tasks such as Brightness-Contrast adjustments, Mirroring, Colour analysis, Histogram Equalization, Contrast stretching and Contrast reversing are performed.

Link to Project: https://www.kaggle.com/rajkumarl/computer-vision-basic-image-processing

Sentiment Analysis on SST2 Dataset

Tags: NLP | BERT | TensorFlow | Transformers | Fine-tuning | GLUE Benchmark

Description: Sentiment Analysis on SST2 by fine-tuning a BERT model in TF & Keras.

Link to Project: https://www.kaggle.com/rajkumarl/nlp-tutorial-fine-tuning-in-pytorch

Sentiment Analysis on IMDB Reviews

Tags: NLP | TensorFlow | Keras | LSTM | RNN | End-to-end ML

Description: Sentiment Analysis on IMDB Reviews in TF & Keras built from scratch.

Link to Project: https://www.kaggle.com/rajkumarl/get-started-with-sentiment-analysis-tf-keras

Fashion MNIST Image Generation

Tags: Computer Vision | Variational AutoEncoder | TensorFlow | Fashion MNIST | CNN

Description: Image Generation with a Variational AutoEncoder using Fashion MNIST dataset

Link to Project: https://www.kaggle.com/rajkumarl/get-started-with-image-generation