About
I started by studying how humans learn. Now I build systems that help organizations…
Articles by Asif
Activity
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I once asked my mom how she decided when to have her first child, little ol’ me. The answer was simple: “It was something we wanted, and we decided…
I once asked my mom how she decided when to have her first child, little ol’ me. The answer was simple: “It was something we wanted, and we decided…
Liked by Asif D.
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Best way to start Day2 🏀😎 HoopsinAdtech POSSIBLE
Best way to start Day2 🏀😎 HoopsinAdtech POSSIBLE
Liked by Asif D.
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Books are my go-to distraction when submerged in ice baths for a testicle-punishing 10 to 15 minutes. One night, the flavor du jour was The Inner…
Books are my go-to distraction when submerged in ice baths for a testicle-punishing 10 to 15 minutes. One night, the flavor du jour was The Inner…
Liked by Asif D.
Experience
Education
Licenses & Certifications
Publications
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A Comparison of Error Metrics for Learning Model Parameters in Bayesian Knowledge Tracing
EECS Department University of California, Berkeley
In the knowledge-tracing model, error metrics are used to guide parameter estimation towards values that accurately represent students' dynamic cognitive state. We compare several metrics, including log likelihood (LL), root mean squared error (RMSE), and area under the receiver operating characteristic curve (AUC), to evaluate which metric is most suited for this purpose. LL is commonly used as an error metric in Expectation Maximization (EM) to perform parameter estimation. RMSE and AUC have…
In the knowledge-tracing model, error metrics are used to guide parameter estimation towards values that accurately represent students' dynamic cognitive state. We compare several metrics, including log likelihood (LL), root mean squared error (RMSE), and area under the receiver operating characteristic curve (AUC), to evaluate which metric is most suited for this purpose. LL is commonly used as an error metric in Expectation Maximization (EM) to perform parameter estimation. RMSE and AUC have been suggested but have not been explored in depth. In order to examine the effectiveness of using each metric, we measure the correlations between the values calculated by each and the distances from the corresponding points to the ground truth. Additionally, we examine how each metric compares to the others. Our findings show that RMSE is significantly better than LL and AUC. With more knowledge of effective error metrics for estimating parameters in the knowledge-tracing model, we hope that better parameter searching algorithms can be created.
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Courses
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Introduction to Artificial Intelligence
CS 188
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Machine Learning and Education
Info 290
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Quantitative Methods in Cognitive Science,
CogSci c140
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The Science of Happiness
GG101x
Projects
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EEG Neurofeedback for Athletes
- Present
Won Emotiv designation by demonstrating innovate use of their Emotiv insight to use brainwave feedback to improve productivity through real time neuro-feedback
Other creatorsSee project
Honors & Awards
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Regents' Scholar
University of California - Berkeley
The Regents’ and Chancellor’s Scholarship is the most prestigious scholarship offered by UC Berkeley to entering undergraduates.
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VEX Robotics World Champion
Autodesk
At the VEX Robotics World Championship, I led a team to win the Autodesk Design Award given to the team which implemented the best design process in building their robot. Our teams documentation of our process through our engineering notebook accompanied by our Solidworks model of our robot helped us to win this award.
Languages
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French
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Urdu
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Recommendations received
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LinkedIn User
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$5 per download and AI passed on at the price anthropic charges might be too low. Grab $5 tech bro before I triple the price.
$5 per download and AI passed on at the price anthropic charges might be too low. Grab $5 tech bro before I triple the price.
Liked by Asif D.
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Everyone thinks program management is about being organized. And yes — I'm organized. Obsessively so. But after 13 years of doing this work, I can…
Everyone thinks program management is about being organized. And yes — I'm organized. Obsessively so. But after 13 years of doing this work, I can…
Liked by Asif D.
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Saving me roughly $420 a week NOT commuting is why I love remote work. That's over $21,000 a year... per employee. Now multiply that across your…
Saving me roughly $420 a week NOT commuting is why I love remote work. That's over $21,000 a year... per employee. Now multiply that across your…
Liked by Asif D.
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It is far more lucrative and fun to leverage your strengths instead of attempting to fix all the chinks in your armor. The choice is between…
It is far more lucrative and fun to leverage your strengths instead of attempting to fix all the chinks in your armor. The choice is between…
Liked by Asif D.
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The stats in this picture are not meant to discourage you. They’re meant to liberate you. Often, we only see the "survivors" (winners, successes)…
The stats in this picture are not meant to discourage you. They’re meant to liberate you. Often, we only see the "survivors" (winners, successes)…
Liked by Asif D.
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I found out in October that my role at Amazon was being eliminated. My last day was January 26th. I took some time before jumping in — the holidays,…
I found out in October that my role at Amazon was being eliminated. My last day was January 26th. I took some time before jumping in — the holidays,…
Liked by Asif D.
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I've built a few AI skills for friends (work best in a tool like Claude Code or Cursor) that I think are pretty useful. Let me know if you want me…
I've built a few AI skills for friends (work best in a tool like Claude Code or Cursor) that I think are pretty useful. Let me know if you want me…
Posted by Asif D.
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