User Posts: [email protected] (Ankit)
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Normal Equation Algorithm for minimizing cost J
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Gradient descent gives one way of minimizing J. A second way of doing so, this time performing the minimization explicitly and without resorting to an ...

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A friendly introduction to Generative Adversarial Networks
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So far, we have been talking about discriminative models which map input features x to labels y and approximate P(y/x) - Baye's law.Generative models do ...

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Primer on the math of Machine Learning
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I have been learning through Andrew Ng's Deep Learning specialization on Coursera. I have completed the 1st of the 5 courses in the specialization  ...

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The evolution of Natural Language Models (NLM)
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I decided to go through some of the break through papers in the field of NLP (Natural Language Processing) and summarize my learnings. The papers date from ...

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Future of Natural Language Processing with Deep Learning (NLP/DL)
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I recently attended a talk by Kevin Clarke (CS224n) where he talked about the future trends in NLP. I am writing this post to summarize and discuss the ...

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Review : Stanford’s Online Artificial Intelligence Courses
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Hello!I have been enrolled at Stanford and have been taking their courses online. Here are my few cents on the ones I have taken so far. CS224n - Natural ...

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Your Questions, My Answers on Stanford’s Graduate AI Certification
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I have been asked a lot of questions lately about Stanford's online course offerings and why somebody would choose them over myriad of options online. ...

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Understanding SoTA Language Models (BERT, RoBERTA, ALBERT, ELECTRA)
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 Hi everyone,There are a ton of language models out there today! Many of which have their unique way of learning "self-supervised" language representations ...

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