The first thing we can do is to select which time frame we want to import. Let us suppose that there are only two frames, the 30-minute and the hourly bars. We can therefore create variables that hold the statement to tell the MetaTrader5 library which frame we want.# Choosing the 30-minute time frameframe_M30 = mt5.TIMEFRAME_M30# Choosing the hourly time frameframe_H1 = … [Read more...] about A Quick Way to Import Intraday OHLC Data in Python.
Artificial Intelligence
Stratified-K-Fold in Machine Learning
Importance of #StratifiedKfold in #machinelearningmodelsWhen we want to train our ML model we split our entire dataset into training_set and test_set using train_test_split() class present in sklearn. The problem we face is with using different random numbers because of which we get different accuracies and hence we can’t exactly point out the accuracy for our model.The … [Read more...] about Stratified-K-Fold in Machine Learning
Review — Zhu TMM’20: Generative Adversarial Network-Based Intra Prediction for Video Coding…
Inpainting Using GAN for HEVC Intra Coding, Outperforms IPFCN.In this story, Generative Adversarial Network-Based Intra Prediction for Video Coding, (Zhu TMM’20), by Chinese Academy of Sciences, City University of Hong Kong, City University of Hong Kong Shenzhen Institute, and Shenzhen University. In this paper:GAN is used to fill in the missing part by conditioning on the … [Read more...] about Review — Zhu TMM’20: Generative Adversarial Network-Based Intra Prediction for Video Coding…
Better Urban Walkability
Step 1, Generate DataWe used Grasshopper 3D, a well-known architectural design tool, to generate our training data set. The advantage of Grasshopper 3D for generating the data, is that it uses a visual interface that makes it easy for non-coder designers to get involved. On an average the professionals would spend close to 60–80% of the time cleaning and wrangling the data. … [Read more...] about Better Urban Walkability
Expert System Tutorial
Man-made Intelligence (AI) tutorial is actually an extremely trending topic which aids our company to make the intelligent makers. This AI tutorial is actually cultivated for beginners in addition to experts.What is actually Artificial Intelligence?The term Artificial Intelligence makes up of pair of terms ‘Artificial’ and also ‘Intelligence’, where, Artificial means ‘copy of … [Read more...] about Expert System Tutorial
Data Representation Techniques to Supercharge your ML model — Part I
How to do feature engineering beyond scaling and one-hot encodingPhoto by Annie Spratt on UnsplashBeing a data scientist is like being a craftsman. You are equipped with a set of tools and required to create something beautiful yet functional out of simple material. Some of your work might be done by automatic machinery, but you know that your true power is creativity and … [Read more...] about Data Representation Techniques to Supercharge your ML model — Part I
How Doctors Are Using Artificial Intelligence to Battle Covid-19
Artificial intelligence had already been in use by hospitals, but the unknowns with Covid-19 and the volume cases created a frenzy of activity around the United States. Models sifted through data to help caregivers focus on patients most at-risk, sort threats to patient recovery and foresee spikes in facility needs for things like beds and ventilators. But with the speed also … [Read more...] about How Doctors Are Using Artificial Intelligence to Battle Covid-19
Introducing a Training Add-on for OpenVINO™ toolkit: Neural Network Compression Framework
NNCF provides the use of implemented optimization methods in two different ways: by means of supported training samples or through integration into the custom training code.Using NNCF within your training codeLet us describe the steps required to modify an existing PyTorch training pipeline to integrate NNCF into it. The use case implies that the user already has a training … [Read more...] about Introducing a Training Add-on for OpenVINO™ toolkit: Neural Network Compression Framework
The act of self-defeating collateral damage!
THIS ARTICLE WAS ORIGINALLY PUBLISHED ON THE GLOBE AND MAIL | JAN. 3, 2021Attempts by the U.S. Federal Trade Commission to break up Facebook and other tech giants are misguided. Rather than treating big tech firms as an enemy to be crushed, governments should see them as allies to be worked with, leveraging the public goods they create for everyone’s benefit.Mandates by state … [Read more...] about The act of self-defeating collateral damage!
Artificial Intelligence Assisted Innovation
Everything you are busy innovating right now is similarly attracting innovators from around the globe. People you never heard of wrestle with the very same innovative challenge you rub your own brain against. There is an invisible competition of wit and creativity, where the clock is the final arbiter.To hold your own in this race, you better make good use of the new … [Read more...] about Artificial Intelligence Assisted Innovation