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Ishan Kumar Anand's Projects

bank-churn-prediction-using-ann icon bank-churn-prediction-using-ann

Using the Artificial Neural Network I have predicted whether the bank employee will leave the service or not and achieved an Accuracy Score of 92%. I have also implemented the data handling process like, Under sampling, Over Sampling and Ensemble method to increase the precision and recall of the model and check there variation.

covid-19-case-predection-of-india-using-lstm icon covid-19-case-predection-of-india-using-lstm

This Repository is an application of LSTM Model using which I have predicted the number of person infected so far due to the COVID-19 in India. This dataset consist of about 397 sequential data of number of infected person in India due to COVID.

covid-19-face-mask-detector icon covid-19-face-mask-detector

The basic goal of this project is to detect whether a person is wearing a Face mask or not. The principle behind the python code is that if we detect the face of a person and the coordinates of its nose. If we are able to detect the coordinates of the Nose which means that either the person is not wearing a Face mask or the person is Face Mask improperly and if we are not able to detect the coordinates of a Nose which seems to be the Nose is covered hence the person has worn Face mask.

face-recognition icon face-recognition

This project is all about Face Recognition of specific people. It can categorise different people and can segregate them. I have used LBPH Algorithm to train the Model, which takes 50,000 images for training, which then results in proper identification of exact faces when presented with sample images.

face-recognition-using-transfer-learning icon face-recognition-using-transfer-learning

This repository is an implementation of Image Classification using Transfer Learning. I have used InceptionV3 pretrained model and modified the the outut layers to 6. In this example I have classified images of Elon Musk, Narendra Modi, Bill Gates, Jack Maa and Donald Trump. It also contains a negative image class to balance the images of Person other than all these and as well as to increase the accuracy of the model.

facial-detection icon facial-detection

This project is about Simple Facial Detection Using OpenCV. In this project, I have applied various techniques to mold an image, and using Haarcascade Classifier.xml file I have inherited the properties of Faces using which I could successfully recognize the face enclosed in a rectangle.

handwritten-digits-classification icon handwritten-digits-classification

This Repository contains a Tensorflow deployment of Handwritten Digit classification. I have trained the model on Mnist Handwritten dataset. To use the image in tensorflow_Js the image is converted to Sprite SHeet

intrusion-detection icon intrusion-detection

This dataset is used to build a network intrusion detector, a predictive model capable of distinguishing between ``bad'' connections, called intrusions or attacks, and ``good'' normal connections. This database contains a standard set of data to be audited, which includes a wide variety of intrusions simulated in a military network environment.

motion-detector icon motion-detector

The Motion Detector Project helps in detection of the movement occurring in the webcam. I have completed this project using openCV library. I have captured the first frame and the forth coming frame and found the absolute difference of it, by which we can know that there is a movement if there is change in frames.

natural-scenery-prediction-using-cnn icon natural-scenery-prediction-using-cnn

The model which i have build helps us in classifying different Natural Scenery images like Street, Mountain, Glacier etc. I have used Convolutional Neural Network to build this model and classify the images.

py icon py

Repository to store sample python programs for python learning

spam-detection-in-texts icon spam-detection-in-texts

This Repository contains a Spam Detector Model based of Text. I have created this Project using TensorFlow framework, and it is an application of Natural Language Processing.

weather-prediction icon weather-prediction

This Repository contains an application of Time Series Analysis. The dataset contains each day weather in Fahrenheit from 1991 till 2020 of Mumbai City.

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