Rest Analytics and Research | Machine Learning, Data Science, Statistics

Fake and Real News Detector

Classification and Sentiment Analysis of Fake and Real News

Posted on January 27, 2021

Introduction Fake news include false news stories,disinformation and misinformation with the intent of misleading people. The proliferation of fake news in recent years poses great danger to the safety and security of many people around the world. Some people have acted on fake news to commit certain crimes which are... [Read More]

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Using Scikit-Learn Pipelines and Converting Them To PMML

Posted on December 7, 2020

Using Scikit-Learn Pipelines and Converting Them To PMML Introduction Pipelining in machine learning involves chaining all the steps involved in training a model together. The pipeline allows to assemble several steps that can be cross-validated together while setting different parameter values. It is a step closer to automating the all... [Read More]

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Neural Machine Translation

Application To English To Twi Language Translation

Posted on November 15, 2020

Neural Machine Translation Machine Translation (MT) is the task of translating a sentence x from one language (the source language ) to a sentence y in another language (the target language). Neural Machine Tranlaston(NMT) is a branch of natural language processing that uses deep learning models to predict the likelihood... [Read More]

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Transfer Learning and Fine-Tuning with TensorFlow

Application To Pneumonia Classification from X_ray Images

Posted on August 17, 2020

Transfer learning involves taking layers/learned features from a model trained on a larger dataset and using those features to initialize training on another similar task. Training deep learning models especially for computer vision requires massive data to perform well. Transfer learning allows models to be trained on smaller dataset by... [Read More]

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Returns on Exchange Traded Funds

performance of some popular ETF's

Posted on May 9, 2020

Exchange Traded Funds A collection of securities for example stocks which usually tracks an underlying index is known as an Exchange - Traded Fund(ETF). ETF’s share some similarity with mutual funds although they are listed on exchanges and their share is traded like stocks throughout the day. ETF’s can be... [Read More]

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