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article-robot-class-in-selenium

customer-insights-using-snowflake-and-powerbi

Attaining Customer Insights with Snowflake and PowerBI importing data from Azure blob container

image-captioning

Image Captioning

maven-northwind-challenge

Build a top level KPI Dashboard including Sales Trend, Product Performance, Key Customers and Shipping Cost

movielens_dataset

Analyzing MovieLens 25M Dataset and MovieLens 10M Dataset and building a Movie Recommendation System using Pearson Coefficient.

nmt-with-attention--keras

I have implemented Encoder Decoder with Attention model for French to English language neural machine translation. The dataset has been attached you can download it. I have used GRU RNN, and this model gives a good accuracy for short sentences, but might not perform well for long sentences, for better performance use LSTM and different dataset which is pretty large enough. I ahve only used 100000 sentences and a single layer GRU is used. Note: adding more layers will significantly increase the training time. If have trained this model for 10 epoch using a GPU for about an hour. Moreover here I have implemented custom gradient descent, where you can modify the loop as required. This feature is new in tensorflow 2.0.0.

recognising-hand-written-digits-lenet5-implementation-in-keras-

I have used mnist dataset and applied 5 layer Convolutional Neural Network. This implementation is similar to the LeNet5 implementation in Keras, except some of minor changes like instead of sigmoid and tanh activation I have used relu and softmax activations. Moreover the no of filters is also different to give a better accuracy.

road-sign-classifier-on-german-traffic-dataset-in-keras

I have used GTSRB dataset (German Traffic Signal Recognition Benchmark)

scraping-job-portals-with-scrapy

Scraping hirist.com, foundit.com and simplyhired.com

sentiment-analysis-

Sentiment Analysis of Amazon Customer mobile reviews using Web scrapping