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Fahad Hassan's Projects

face-mask-detector. icon face-mask-detector.

Task#4 as an "IoT and Computer Vision" intern at THE SPARKS FOUNDATION. A real time Face Mask Detector using MobileNet, OpenCV, Tensorflow and keras, sklearn, Numpy, and Matplotlib. In this project, I've used transfer learning using 'imagenet' weights and further trained my model on DNN. I've implemented YOLO to make it a real time face mask detector using webcam.

optical-character-recognition-ocr-. icon optical-character-recognition-ocr-.

Task#1 as an "IoT & Computer Vision" intern at THE SPARKS FOUNDATION. An Optical Character Recognition (OCR) which recognize text in images using Keras_ocr and plot images and text using Matplotlib.

rock-paper-scissor-signs-prediction-model. icon rock-paper-scissor-signs-prediction-model.

In this model, I've achieved training accuracy of 90%, while validation accuracy of 95%. The model is trained on the training dataset of 2520 images and validation dataset of 372 images. The model used DNN and CNN layers with Dropout to trade off the variance and bias.

sentiment-analysis-using-lstm-and-glove-embeddings icon sentiment-analysis-using-lstm-and-glove-embeddings

The model uses 50K movie reviews labelled as 'positive' and 'negative' that implements a Sentiment Analysis model using LSTM and GloVe(Global Vectors) Word Embeddings. There is 100-dimmensional GloVe(Global Vectors) word Embeddings is used. It is an unsupervised learning algorithm used for the similar representation of words having same meanings. LSTM(Long Short-term Memory) is a type of RNN model used for handling long sequence dependencies for classification task.

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