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| | |description=Helpful resources for your journey with artificial intelligence; videos, articles, techniques, courses, profiles, and tools | | |description=Helpful resources for your journey with artificial intelligence; videos, articles, techniques, courses, profiles, and tools |
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| − | [http://www.youtube.com/results?search_query=mathematics+machine+artificial+intelligence+deep+learning+simple YouTube search...] | + | [http://www.youtube.com/results?search_query=dot+product+machine+artificial+intelligence+deep+learning+simple YouTube search...] |
| − | [http://www.google.com/search?q=mathematics+deep+machine+learning+ML ...Google search] | + | [http://www.google.com/search?q=dot+product+deep+machine+learning+ML ...Google search] |
| | | | |
| | * [[Causation vs. Correlation]] | | * [[Causation vs. Correlation]] |
| | * [[Kernel Trick]] | | * [[Kernel Trick]] |
| − | * [http://www.3blue1brown.com/ Animated Math | Grant Sanderson @ 3blue1brown.com] | + | * [[Math for Intelligence]] |
| − | * [http://developers.google.com/machine-learning/crash-course/prereqs-and-prework Google's Crash Course]
| |
| − | * [http://machinelearningmastery.com/introduction-matrices-machine-learning/ Introduction to Matrices and Matrix Arithmetic for Machine Learning | Jason Brownlee]
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| − | * [http://brilliant.org/courses/artificial-neural-networks/ Brilliant.org]
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| − | * [http://triseum.com/variant-limits/ Varient: Limits]
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| − | * [http://static1.squarespace.com/static/54bf3241e4b0f0d81bf7ff36/t/55e9494fe4b011aed10e48e5/1441352015658/probability_cheatsheet.pdf Probability Cheatsheet]
| |
| − | * [http://neuralnetworksanddeeplearning.com/index.html Neural Networks and Deep Learning - online book | Michael A. Nielsen]
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| − | * [http://bloomberg.github.io/foml/#lectures Bloomberg Lectures]
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| − | * [http://lagunita.stanford.edu/courses/HumanitiesSciences/StatLearning/Winter2016/about Statistical Learning | T. Hastie, R. Tibshirani - Stanford]
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| − | * [http://www.kdnuggets.com/2018/09/essential-math-data-science.html Essential Math for Data Science: ‘Why’ and ‘How’ | Tirthajyoti Sarkar]
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| − | * [http://towardsdatascience.com/gentle-dive-into-math-behind-convolutional-neural-networks-79a07dd44cf9 Gentle Dive into Math Behind Convolutional Neural Networks | Piotr Skalski - Towards Data Science]
| |
| − | * [http://github.com/JonTupitza/Data-Science-On-Ramp/blob/master/00-Fundamental-Statistics.ipynb Fundamental Statistics Jupyter Notebook |] [http://github.com/jontupitza Jon Tupitza]
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| − | | |
| − | * Fundamentals:
| |
| − | ** [http://ocw.mit.edu/courses/mathematics/18-06sc-linear-algebra-fall-2011/ Linear Algebra | MIT]
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| − | ** [http://www.khanacademy.org/math/linear-algebra Linear Algebra | Khan Academy]
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| − | ** [http://www.khanacademy.org/math/statistics-probability Statistics and Probability | Khan Academy]
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| − | ** [http://www.khanacademy.org/math/differential-calculus Differential Calculus | Khan Academy]
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| − | ** [http://www.khanacademy.org/math/multivariable-calculus Multivariable Calculus | Khan Academy]
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| − | | |
| − | == Getting Started ==
| |
| − | <youtube>V7xvqfIEDXk</youtube>
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| − | <youtube>PXwStduNw14</youtube>
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| − | <youtube>3icoSeGqQtY</youtube>
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| − | <youtube>OmJ-4B-mS-Y</youtube>
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| − | | |
| − | == 3blue1brown ==
| |
| − | * [http://www.3blue1brown.com/ Animated Math | Grant Sanderson @ 3blue1brown.com]
| |
| − | ** [http://www.youtube.com/playlist?list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab Essence of linear algebra]
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| − | ** [http://www.youtube.com/playlist?list=PLZHQObOWTQDMsr9K-rj53DwVRMYO3t5Yr Essence of calculus]
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| − | | |
| − | <youtube>aircAruvnKk</youtube>
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| − | <youtube>IHZwWFHWa-w</youtube>
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| − | <youtube>Ilg3gGewQ5U</youtube>
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| − | <youtube>tIeHLnjs5U8</youtube>
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| − | | |
| − | == Explained ==
| |
| − | | |
| − | <youtube>ml4NSzCQobk</youtube>
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| − | <youtube>f5liqUk0ZTw</youtube>
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| − | <youtube>CliW7kSxxWU</youtube>
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| − | <youtube>owuokEE9clQ</youtube>
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| − | <youtube>yyNEOwEg6-I</youtube>
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| − | <youtube>5MdSE-N0bxs</youtube>
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| − | <youtube>kqWCwwyeE6k</youtube>
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| − | <youtube>sYlOjyPyX3g</youtube>
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| − | | |
| − | | |
| − | === Dot Product ===
| |
| − | | |
| − | * [[Kernel Trick]]
| |
| | * [http://en.wikipedia.org/wiki/Dot_product] Dot Product | Wikipedia] | | * [http://en.wikipedia.org/wiki/Dot_product] Dot Product | Wikipedia] |
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| | http://upload.wikimedia.org/wikipedia/commons/thumb/e/eb/Matrix_multiplication_diagram_2.svg/313px-Matrix_multiplication_diagram_2.svg.png | | http://upload.wikimedia.org/wikipedia/commons/thumb/e/eb/Matrix_multiplication_diagram_2.svg/313px-Matrix_multiplication_diagram_2.svg.png |
| | http://betterexplained.com/wp-content/uploads/crossproduct/cross-product-grid.png | | http://betterexplained.com/wp-content/uploads/crossproduct/cross-product-grid.png |
| − |
| |
| − | == Siraj Raval ==
| |
| − | <youtube>yEUKougrRSk</youtube>
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| − | <youtube>MdHtK7CWpCQ</youtube>
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| − | <youtube>YzfdL58virc</youtube>
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| − | <youtube>xRJCOz3AfYY</youtube>
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| − | <youtube>UIFMLK2nj_w</youtube>
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| − | <youtube>s0Q3CojqRfM</youtube>
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| − | <youtube>8onB7rPG4Pk</youtube>
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| − | <youtube>ov_RkIJptwE</youtube>
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| − | <youtube>PrkiRVcrxOs</youtube>
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| − | <youtube>N4gDikiec8E</youtube>
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| − | <youtube>-mu3TYZ_udM</youtube>
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| − | <youtube>KYvOIYV_ztE</youtube>
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| − | <youtube>-vhYoS3751g</youtube>
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| − | <youtube>jPmV3j1dAv4</youtube>
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| − |
| |
| − | == Josh Starmer - StatQuest ==
| |
| − | * [http://www.youtube.com/channel/UCtYLUTtgS3k1Fg4y5tAhLbw StatQuest]
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| − |
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| − | <youtube>yQhTtdq_y9M</youtube>
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| − | <youtube>nk2CQITm_eo</youtube>
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| − | <youtube>A82brFpdr9g</youtube>
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| − | <youtube>pYxNSUDSFH4</youtube>
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| − |
| |
| − | == Gilbert Strang (MIT) - Linear Algebra ==
| |
| − | * [http://ocw.mit.edu/courses/mathematics/18-06sc-linear-algebra-fall-2011/ MIT Open Courseware - Linear Algebra]
| |
| − | * [http://www.amazon.com/s/ref=nb_sb_noss_2?url=search-alias%3Daps&field-keywords=Gilbert+Strang++Linear+Algebra Gilbert Strang's Books]
| |
| − | * [http://www.youtube.com/watch?v=hNDFwVVKVk0&list=PL221E2BBF13BECF6C YouTube Playlist]
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| − |
| |
| − | <youtube>hNDFwVVKVk0</youtube>
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| − | <youtube>gGYcSjrqbjc</youtube>
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| − |
| |
| − | == Quantum Algorithm ==
| |
| − | <youtube>LhtnECml-KI</youtube>
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| − |
| |
| − | == Statistics ==
| |
| − | <youtube>sxQaBpKfDRk</youtube>
| |
| − | <youtube>eDMGDhyDxuY</youtube>
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| − | <youtube>dq_D30kyR1A</youtube>
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| − | <youtube>pYxNSUDSFH4</youtube>
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| − | <youtube>74oUwKezFho</youtube>
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