MIT OpenCourseWare

@mitocw

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Generative AI and Science Photography
Humanities, Social Sciences & Thought AI & Society
EN

Generative AI and Science Photography

Felice Frankel
10 min
★ ★ ★ ★ ☆ 4/5
AI EthicsScience PhotographyGenerative AI
PyTorch Tutorial
Formal & Physical Sciences AI — Models & Research
EN

PyTorch Tutorial

Jamison Meindl
29 min
★ ★ ★ ★ ☆ 4/5
PyTorchDeep LearningTensors
Lec 09. Hacker's Guide to Deep Learning
Applied Sciences & Engineering AI — Models & Research
EN

Lec 09. Hacker's Guide to Deep Learning

Phillip Isola
75 min
★ ★ ★ ★ ☆ 4/5
Deep LearningPractical TipsTraining Neural Networks
Lec 08. Architectures: Transformers
Formal & Physical Sciences AI — Models & Research
EN

Lec 08. Architectures: Transformers

Phillip Isola
74 min
★ ★ ★ ★ ★ 5/5
TransformersAttentionTokens
Lec 05. Architectures: Graphs
Formal & Physical Sciences AI — Models & Research
EN

Lec 05. Architectures: Graphs

Phillip Isola
81 min
★ ★ ★ ★ ★ 5/5
Graph Neural NetworksMessage PassingArchitecture
Lec 04. Architectures: Grids
Formal & Physical Sciences AI — Models & Research
EN

Lec 04. Architectures: Grids

Sara Beery
83 min
★ ★ ★ ★ ☆ 4/5
Deep LearningConvolutional Neural NetworksArchitectures
Lec 03. Approximation Theory
Formal & Physical Sciences AI — Models & Research
EN

Lec 03. Approximation Theory

Jeremy Bernstein
82 min
★ ★ ★ ★ ★ 5/5
Approximation TheoryDeep LearningNeural Networks
Lec 02. How to Train a Neural Net
Formal & Physical Sciences AI — Models & Research
EN

Lec 02. How to Train a Neural Net

Sara Beery
79 min
★ ★ ★ ★ ★ 5/5
Deep LearningNeural NetworksBackpropagation
Lecture 22: Wealth Taxation
Humanities, Social Sciences & Thought Economics & Finance
EN

Lecture 22: Wealth Taxation

Prof. Jonathan Gruber
78 min
★ ★ ★ ★ ☆ 4/5
Wealth TaxEstate TaxGift Tax
Lecture 21: Taxation and Savings
Humanities, Social Sciences & Thought Economics & Finance
EN

Lecture 21: Taxation and Savings

Prof. Jonathan Gruber
69 min
★ ★ ★ ★ ☆ 4/5
TaxationSavingsRetirement
Lecture 07: Political Economy
Humanities, Social Sciences & Thought Economics & Finance
EN

Lecture 07: Political Economy

Prof. Jonathan Gruber
76 min
★ ★ ★ ★ ☆ 4/5
Median Voter TheoremRepresentative DemocracyPublic Finance
Lecture 06: Cost/Benefit Analysis
Humanities, Social Sciences & Thought Economics & Finance
EN

Lecture 06: Cost/Benefit Analysis

Prof. Jonathan Gruber
77 min
★ ★ ★ ★ ★ 5/5
Cost-Benefit AnalysisPublic FinanceValuation Methods
Lecture 02: Externalities in Theory
Humanities, Social Sciences & Thought Economics & Finance
EN

Lecture 02: Externalities in Theory

Prof. Jonathan Gruber
77 min
★ ★ ★ ★ ★ 5/5
ExternalitiesPublic EconomicsMarket Failure
Lecture 01: Why Study Public Finance?
Humanities, Social Sciences & Thought Economics & Finance
EN

Lecture 01: Why Study Public Finance?

Prof. Jonathan Gruber
53 min
★ ★ ★ ★ ★ 5/5
Public FinanceGovernment InterventionMarket Failure
Lecture 1: Pigeonhole Principle
Formal & Physical Sciences Mathematics
EN

Lecture 1: Pigeonhole Principle

Ankur Moitra
73 min
★ ★ ★ ★ ★ 5/5
Pigeonhole PrincipleDiscrete MathematicsProof Techniques
Lecture 24: Stochastic Calculus
Formal & Physical Sciences Mathematics
EN

Lecture 24: Stochastic Calculus

Peter Kempthorne
82 min
★ ★ ★ ★ ★ 5/5
Stochastic CalculusItô IntegralBrownian Motion
Lecture 2: Linear Algebra
Formal & Physical Sciences Mathematics
EN

Lecture 2: Linear Algebra

Peter Kempthorne
81 min
★ ★ ★ ★ ☆ 4/5
Linear AlgebraFinanceEigenvalues
Lecture 14: Stochastic Processes II
Formal & Physical Sciences Mathematics
EN

Lecture 14: Stochastic Processes II

Peter Kempthorne
80 min
★ ★ ★ ★ ★ 5/5
Brownian MotionStochastic ProcessesDiffusion Equation
Lecture 13: Portfolio Management
Humanities, Social Sciences & Thought Economics & Finance
EN

Lecture 13: Portfolio Management

Jake Xia
81 min
★ ★ ★ ★ ★ 5/5
Portfolio ManagementAsset AllocationModern Portfolio Theory
Lecture 12: Time Series Analysis
Formal & Physical Sciences Mathematics
EN

Lecture 12: Time Series Analysis

Peter Kempthorne
80 min
★ ★ ★ ★ ★ 5/5
Time SeriesStationarityARMA Models