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coastline7's Projects

anomalydetection icon anomalydetection

Code, Resources and Data for Master's Thesis on Unsupervised Anomaly Detection

attention-sentiment icon attention-sentiment

My bachelor's degree thesis (with code and experiments) on sentiment classification of Russian texts using Bi-RNN with attention mechanism.

b8 icon b8

b8 compiler from MMCS SFedU

ball_tracker icon ball_tracker

A ball tracking pipeline using Yolo v3 as detector and OpenCV Tracking API

cifar10_ml icon cifar10_ml

Investigating the different supervised learning models to classify the CIFAR 10 dataset

cnn_keras_captcha icon cnn_keras_captcha

This a deep learning program for recognizing the captcha using keras with python.

conv3d-video-action-recognition icon conv3d-video-action-recognition

My experimentation around action recognition in videos. Contains Keras implementation for C3D network based on original paper "Learning Spatiotemporal Features with 3D Convolutional Networks", Tran et al. and it includes video processing pipelines coded using mPyPl package. Model is being benchmarked on popular UCF101 dataset and achieves results similar to those reported by authors

daily-and-sports icon daily-and-sports

A Data Analytics project using pandas and sklearn where we try to create a model based on raw data of captors on muscles during sevrals activities.

fireandsmokedetection icon fireandsmokedetection

Fire and smoke detection using custom trained EfficientNet, Resnet and MobileNet models using TensorFlow keras for training and inference.

fraud-detection-for-mobile-transactions icon fraud-detection-for-mobile-transactions

A machine learning model for fraud detection in mobile transactions. Tuning with grid search, creating pipeline, checking feature importance for XGBoost, RandomForest Models.

human-activity-recognition icon human-activity-recognition

Human activity recognition plays a significant role in human-to-human interaction and interpersonal relations. Because it provides information about the identity of a person, their personality, and psychological state, it is difficult to extract. The human ability to recognize another person’s activities is one of the main subjects of study of the scientific areas of computer vision and machine learning. As a result of this research, many applications, including video surveillance systems, human-computer interaction, and robotics for human behavior characterization, require a multiple activity recognition system.

izd icon izd

Как стать настоящим графоманом

machine-learning-without-any-libraries icon machine-learning-without-any-libraries

This is a collection of some of the important machine learning algorithms which are implemented with out using any libraries. Libraries such as numpy and pandas are used to improve computational complexity of algorithms

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