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Rohan Kotwani
  • Male
  • New Orleans, Louisiana
  • United States
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Rohan Kotwani's Page

Latest Activity

Rohan Kotwani commented on Vincent Granville's blog post Free Book: Applied Stochastic Processes
"This book does a great job explaining concepts which are intuitive to data scientist/machine learning engineering in explainable language."
Jul 21
Gerardo Rojas liked Rohan Kotwani's blog post Generalized Machine Learning - Kerneml - Simple ML to train Complex ML
May 13
Rohan Kotwani commented on Rohan Kotwani's blog post Generalized Machine Learning - Kerneml - Simple ML to train Complex ML
"There is probably around a 70% chance getting a of boiled down (all the same stuff currently in kernelml) CRAN package within the next few weeks. Thanks for giving me the idea :) I'm also interested in testing the following: Multiprocessing -…"
May 12
Blaine Bateman liked Rohan Kotwani's blog post Generalized Machine Learning - Kerneml - Simple ML to train Complex ML
May 10
Blaine Bateman commented on Rohan Kotwani's blog post Generalized Machine Learning - Kerneml - Simple ML to train Complex ML
"This looks interesting. Any chance to implement in R?"
May 10
Rohan Kotwani posted blog posts
May 6
Rohan Kotwani's blog post was featured

Generalized Machine Learning - Kerneml - Simple ML to train Complex ML

I recently created a ‘particle optimizer’ and published a pip python package called kernelml. The motivation for making this algorithm was to give analysts and data scientists a generalized machine learning algorithm for complex loss functions and non-linear coefficients. The optimizer uses a combination of simple machine learning and probabilistic simulations to search for optimal parameters using a loss function, input and output matrices, and (optionally) a random sampler. I am currently…See More
May 4
Rohan Kotwani posted blog posts
May 4
Rohan Kotwani commented on Kostas Hatalis's blog post Swarm Optimization: Goodbye Gradients
Apr 25
Rohan Kotwani updated their profile
Apr 10

Profile Information

Short Bio
Interested in camera automation, time series forecasting, kernel methods, and sequential models.
My Web Site Or LinkedIn Profile
http://www.linkedin.com/in/rkotwani
Professional Status
Other
Your Job Title:
Data Scentist
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Contributing

Rohan Kotwani's Blog

Generalized Machine Learning - Kerneml - Simple ML to train Complex ML

Posted on May 4, 2018 at 10:00am 2 Comments

I recently created a ‘particle optimizer’ and published a pip python package called kernelml. The motivation for making this algorithm was to give analysts and data scientists a generalized machine learning algorithm for complex loss functions and non-linear coefficients. The optimizer uses a combination of simple machine learning and probabilistic simulations to search for optimal parameters using a loss function, input and output matrices, and (optionally) a random…

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How signal processing can be used to identify patterns in complex time series

Posted on January 18, 2017 at 6:30pm 3 Comments

The trend and seasonality can be accounted for in a linear model by including sinusoidal components with a given frequency. However, finding the appropriate frequency…

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