2017

I, along with one of my former colleague at American Express Canada, have submitted a machine learning project proposal with NextAI. NextAI is a Toronto based idea accelerator with focus on articial intelligence and machine learning. It is backed by government (I guess, from both Ontario and federal goverment) and… read more

I work as a data science and machine learning consultant in Toronto area, Canada. I recently finished my contract with one of Canada's leadig telecommunication companies. Afte taking few days off, I just started looking for next contract job. Since Indeed is among one of most used search engine for… read more

Anomaly detection is the identification of rare observations which do not conform with normal pattern in a dataset. Depending on application domain, anomaly detection is also referred as outlier, fraud, intrusion, misuse, deviation or exception detection. Anomaly detection has a wide range of applications such as (host or network) intrusion… read more

A natural language is any language that has evolved naturally over time in humans. Typically, a natural language has a finite set of words V, also called vocabulary. Based on vocabulary, a language then has a finite set of sentences Vt. A language modeling problem is about learning a probability… read more

Date has a huge strategic business value. In fact this is the only resource on which a number of exceedingly successful businesses rely on e.g. Facebook, Twitter, Linkedin, Uber, Quora etc. These businesses are successful because of effective storage, processing and analysis of user provided data. To put it another… read more

According to a recent Gartner report, only 15% organizations were able to take big data projects into production in year 2016. Before we look into why big data projects are failing we need to understand why businesses need to move their existing data management systems to big data. The main… read more

There is a wide range of blogging platforms, for example, WordPress, Tumblr, Blogger, Medium, Drupal, Joomla etc. I will not go into their pros and cons as on Internet you can find many good reviews written on this topic. Bottom line is all of them are easy to you use… read more

Writing has always been close to my heart even though I am not a very good writer. I like to read about science, personal development and politics, and highly regard those who write on these and other topics. At many occasions in the past, I thought to start writing on… read more