We already covered in a previous post, how important it is to deal with uncertainty in financial Deep Learning forecasts. In this post, we’ll attempt a first introduction on how we deal with explainability. Neural networks have been applied to various tasks including stock price prediction. Although highly successfully, these…

Training hundreds of DL models based on data model templates — At Predicto, we often need to train and experiment with dedicated deep learning models for different stocks and cryptocurrencies, using similar categories of features but different data for each symbol. To streamline this process, we developed the concept of Data Model Templates (DMTs). In this blog post, we’ll explain how…

An introduction to datafloat.ai — Forecasting is a journey. We learned a lot along the way. We made mistakes (we still do). In our blog we try to document those learnings as they happen. In Predicto, it’s important to iterate and experiment with different model architectures, data, ideas — fast. This lead us to develop…

How our Deep Learning Models Evolve — “The only constant in life is Change.” — Heraclitus I’m a big fan of continuity. The environment around us changes every second. Our bodies and minds continuously learn and adapt every time we experience something new. A new city, a new person, a new recipe. Technology is another example of…

Machine Learning and Deep Learning model predictions are used in applications running in your laptop, your desktop, your phone and even in your car or in your home. The list keeps growing as more smart devices enter our homes and lives, like smart vacuums, fridges and anything else you can…

After you are done reading this article you will be in a position to setup your own auto stock trader based on Deep Learning forecasting. You are going to achieve this by retrieving the latest stock forecasts from Predicto API and submitting them daily to Alpaca using your own test…

In this post we’ll talk about time travel in some way. Forecasting is all about trying to predict what the future holds. But to do that, we need to understand the past first. Not just a still snapshot of the past, but a continuous period of time. …

Hello again. In this post, we want to focus on News momentum and narratives: How narratives form in preparation for a big move. We will see with examples how those narratives are sustained until they fade out or stabilize to a new equilibrium. …

In this post, we’ll share some of our thoughts on how to study market volatility and news. We’ll give you some pointers on how we at Predic.to deal with volatility and uncertainty in order to understand risk involved at any given time. …