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Syed Danish Ali
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  • karachi
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Profile Information

Field of Expertise
Data Science
Professional Status
Consultant
Years of Experience:
5
Your Company:
SIR actuarial consultantss
Industry:
Insurance
Your Job Title:
Senior Consultant
Interests:
Finding a new position, New venture

Syed Danish Ali's Blog

On-going Developments and Outlook for Deep Learning

Posted on July 26, 2016 at 5:00am 2 Comments

Overview

There are huge numbers of variants of deep architectures as it’s a fast developing field and so it helps to mention other leading algorithms. The list is intended to be comprehensive but not exhaustive since so many algorithms are being developed [1] [2][1],[2].

  1. Deep High-order Neural Network with Structured Output (HNNSO).
  2. Deep convex network.
  3. Spectral networks
  4. noBackTrack algorithm to solve the…
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Limitations of Deep Learning and strategic observations

Posted on July 20, 2016 at 5:00am 3 Comments

While Deep Learning has shown itself to be very powerful in applications, the underlying theory and mathematics behind it remains obscure and vague. Deep Learning works, but theoretically we do not understand much why it works. Some leading machine learning theorists like Vladimir Vapnik criticise Deep Learning for its ad-hoc approach that gives a strong flavour of brute force rather than technical sophistication. Deep Learning is not theory intensive; it is empirical based more (hence…

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Applications of Deep Learning

Posted on June 26, 2016 at 5:00am 0 Comments

This post highlights a number of important applications found for deep learning so far. It is well known that 80% of data is unstructured. Unstructured data is the messy stuff every quantitative analyst tries to traditionally stay away from. It can include images of accidents, text notes of loss adjusters, social media comments, claim documents and review of medical doctors etc. Unstructured data has massive potential but has never been traditionally considered as a source of insight before.…

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Inspiring Imagination In Data Science: Qualitative Profiling

Posted on June 20, 2016 at 2:30am 0 Comments

Overview

“The only function of economic forecasting is to make astrology look respectable John Kenneth Galbraith

Predictive modeling and traditional ratemaking is an exercise of forecasting the future, whether directly or indirectly (indirectly as generalizing historical lessons to the future). But is such forecasting so hopeless as being same as seeing into a crystal ball?

The advantage of data scientist and actuaries is their close in contact with…

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