Using r/WallStreetBets data for Numerai Signals submission.

I stumbled upon Arjun Rohlfing-Das ‘s excellent post on Sentiment Analysis for Trading with Reddit Text Data that uses r/wallstreetbets data for sentiment analysis which seems to be holding predictive power.

Just give me the code

This notebook is built upon the work of Arjun Rohlfing-Das’s notebook. It…

Treating Punctuation restoration as translation with Transformers.

Illustration of seq2seq model for punctuation restoration


The transcript we get in ASR is often not punctuated and to use it in other tasks, we need a punctuated text. There are many approaches for this but I wanted to explore seq2seq Transformers with this and possibly for multi-lingual application too.

TensorFlow Logo over The Code in this page

I have been using Python for creating and training my Machine Learning Models which requires setting up quiet a few things(I mostly use Google Colab though). Currently, I am learning Machine Learning and web development along side Android App development.

If you are also into Deep Learning then you must…

What is Regression?

According to Wikipedia,

In statistical modeling, regression analysis is a set of statistical processes for estimating the relationships among variables. It includes many techniques for modeling and analyzing several variables, when the focus is on the relationship between a dependent variable and one or more independent variables (or ‘predictors’). …

Suraj Parmar

Solving problems, one sense, at a time. #ML , “The best way to learn is to teach.” About:

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