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MIT Introduction to Deep Learning 6.S191: Lecture 1
Foundations of Deep Learning
Lecturer: Alexander Amini
2023 Edition

For all lectures, slides, and lab materials: http://introtodeeplearning.com/

Lecture Outline
0:00​ - Introduction
8:14 ​ - Course information…

An animated video version of the moment method proof of the central limit theorem, which I first read about in Terrence Tao's book “Topics in Random Matrix Theory” (see link to book below). The proof features the double factorial sequence as the bridge linking…

specific type of graphic flow diagram where arrow widths are proportional to the flow rates

For more information about Professor Shankar's book based on the lectures from this course, Fundamentals of Physics: Mechanics, Relativity, and Thermodynamics, visit http://bit.ly/1jFIqNu.

Fundamentals of Physics, II (PHYS 201)

It is shown how to extract…

Expand your scientific horizon with Brilliant! First 200 to use our link https://brilliant.org/sabine will get 20% off the annual premium subscription.Is sci...

How the index of refraction arises, and why it depends on color (as seen with a prism)
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An equally valuable form of support is to simply…

This video introduces the vector calculus building blocks of Div, Grad, and Curl, based on the nabla or del operator. These operators encode physically intuitive notions of rate of change, local divergence, and local rotation.

@eigensteve on Twitter
eigensteve.com…

While it’s physically impossible for a rigid body to exist in real life, it presents a simplicity that makes it convenient and optimal to use as a representation of most hard objects. Soft bodies take care of what rigid bodies lack the capability to represent…

Session: How is AI impacting science?

Speaker: Michael Nielsen, Research Fellow, Astera Institute

Abstract: In this talk I survey the ongoing impact of the AlphaFold 2 system on science. This is a deep learning system which in blind assessment has routinely…

Title: A Quiet Revolution in Robotics

Bio: Vladlen Koltun received his PhD in 2002 and has worked across multiple fields of computer science. He has mentored more than 50 PhD students, postdocs, research scientists, and PhD student interns, many of whom…

This article introduces various bioinformatics methods (including pseudobulk, mixed-effects model, and differential distribution testing) for performing differential gene expression analysis between conditions using single cell data.

Tornadoes are produced when two differing air masses meet. Most tornadoes form during supercell thunderstorms from an intensely rotating updraft. According to the National Weather Service, a tornado is “a violently rotating column of air attached to a thunderstorm…

Breaking down how Large Language Models work, visualizing how data flows through.
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Build a GPT from scratch…

Machine learning methods such as neural networks are quickly finding uses in everything from text generation to construction cranes. Excitingly, those same tools also promise a new paradigm for scientific discovery.

In this Presidential Lecture, Miles Cranmer…

Although measuring the deterministic waveform of a weak classical force is a well-studied problem, estimating a random waveform, such as the spectral density of a stochastic signal field, is much...