The Big Challenge in Machine Learning:

Machine Learning (ML) is one of the hottest buzz words these days and has some really fancy applications across industries. However, there is a significant impedance in the acceptance of ML models in regulated industries, mainly financial services and pharma. This is primarily driven by the lack of adequate explainability of ML models, both from the top leadership and the regulatory perspective.

BlackRock (the world’s largest asset manager with ~6.5 trillion dollars asset under management) spent multi-million dollars to develop really powerful neural-network-based liquidity models that significantly outperformed the traditional liquidity models. The firm, however, had to shelve those as the developers weren’t able to satisfactorily explain their working to the top leadership.

ML explainability is an area of research that is gaining a lot of traction. The key objective herein is to make the ML models more transparent, fair, ethical, and accountable, and thus more acceptable.

For those interested in exploring this high-demand area, I’ve attached a paper that I read a year back. Thought to share as it provides a nice overview of ML explainability and is good enough to give a jump-start on the topic.

Keywords : #Machine Learning Institute, #Machine Learning Certification, #Machine Learning Courses #Machine Learning Training #Machine Learning in Finance #Machine Learning in Quantitative Finance #Machine Learning Overview #Machine Learned #Machine Classes

#machinelearning #financialservices

Our Machine Learning Facebook Page :

Hello Delegates,

CQF Exam 1 June 2019 Cohort Released date is 15th August & Submission date is 29th August 2019 without extension. Interested Delegates should Book their Order Online or via Whats app +91 8697669523 or email us :

Instant Quotations, Instant Funds Transfer via PAYPAL, Instant Bookings available 24/7.

Pl do contact us immediately at

Our Blog :

Our CQF Page on Facebook :

Our Machine Learning Page on Facebook :

Our Linkedin page :

Bulk Discounts available for Bookings on CQF exam 1-3 & Final Projects. Individual Bookings for CQF Exam 1-3 is also available with good discount facility if the Order is booked on or before 20th August 2019. After this date no discounts Available. Hurry Up. Book your Order Online today. Pl do send us your query along with Exam 1 Paper to our email ID : or

will send you instant quotation.

Our Computational Finance Page on Facebook :

Note : We have no connection with CQF Authority nor endorsed by CQF nor any support of CQF. is an Independent International Educational Online Platform worldwide having ranking Google,Yahoo, Bing & so many search engines worldwide 1st Page. #Findtutoronline is a separate entity having Headquarters in North America.
CQF Authority & #Findtutoronline both are separate Entity from Each Other having No connection with CQF at all.

Keywords : #Online Tutoring, #CQF Exam 1, #CQF Exam 1-3 Solutions Guide , #CQF Final Projects June 2019 Cohort
#CQF Help June 2019 Cohort, #Quotations, #Bookings, #Machine Learning, , #Advertisement Enquiry #CQF Exam 2 #CQF Exam 3

Special Note for Advertisement Enquiry : Academic Writing Companies/Institutions Worldwide can place their Advertisments for Guest Post, Text Link Post, Blog Post, Article Post, Banner post, Content Writing at a reasonable prices. Pl do connect us :

We Accept Payments via Paypal, Wire Transfer, Bank Transfer, Western Union

Pl Use this Link for PAYPAL Payments :

Hurry Up. Order will close Soon. Pl do WhatsApp today : +91 8697669523 for CQF Exam 1 June 2019 Cohort