Best Online Lecture Courses
recommended to KAU students specialized in Applied Physics and Nanomaterials
Courses that can be accessed without registration (YouTube, Oxford, OCW MIT)
Basic Physics
- Advanced Quantum Mechanics (Leonard Susskind, Stanford) - 7 lectures
https://www.youtube.com/playlist?list=PLpGHT1n4- mAsmMxmSX0LCaXIXT2PmU85m - Modern Physics: Classical Mechanics (Leonard Susskind, Stanford) - 9 lectures
https://www.youtube.com/view_play_list?p=189C0DCE90CB6D81 - Statistical Mechanics (Leonard Susskind, Stanford) - 7 lectures
https://www.youtube.com/playlist?list=PLpGHT1n4- mAsJ123W3fjPzvlDHOvIhHA0 - The Theoretical Minimum: Quantum Mechanics (Leonard Susskind, Stanford) - 10 lectures
https://www.youtube.com/playlist?list= PL701CD168D02FF56F - Atomic and Optical Physics I, Spring 2014 (Wolfgang Ketterle, MIT) - 25 lectures
https://www.youtube.com/playlist?list= PLUl4u3cNGP62FPGcyFJkzhqq9c5cH CK32
http://ocw.mit.edu/8-421S14 - Atomic and Optical Physics II, Spring 2013 (Wolfgang Ketterle, MIT) - 21 lectures
https://www.youtube.com/playlist?list= PLUl4u3cNGP62uOSArqLf4vNLiZtgI Rm1K
http://ocw.mit.edu/8-422S13 - Fundamentals of Physics: Mechanics, Relativity, and Thermodynamics (Ramamurti Shankar, Yale) - 24 lectures
https://www.youtube.com/playlist?list= PLFE3074A4CB751B2B&feature= plcp - Fundamentals of Physics: from Electrostatics to Quantum Mechanics (Ramamurti Shankar, Yale) - 25 lectures
https://www.youtube.com/playlist?list= PLD07B2225BB40E582&feature= plcp - Electricity and Magnetism 2014, Walter Lewin's (MIT) - 36 lectures
https://www.youtube.com/playlist?list=PLUdYlQf0_ sSsfcNOPSNPQKHDhSjTJATPu - Quantum Physics I (Allan Adams, Matthew Evans, Barton Zwiebach) - OCW MIT
https://ocw.mit.edu/courses/physics/8-04-quantum-physics- i-spring-2013/
Condensed Matter
- The Oxford Solid State Basics by Steven H. Simon - 21 video lectures
http://podcasts.ox.ac.uk/series/oxford-solid-state- basics
Quantum Technologies
- The Theoretical Minimum: Quantum Entanglements (Leonard Susskind, Stanford)
Part 1 (Fall 2006) - 9 lectures
https://www.youtube.com/view_play_list?p=A27CEA1B8B27EB67
Part 3 (Spring 2007) - 9 lectures
https://www.youtube.com/view_play_list?p=5F9D6DB4231291BE - Circuits and Electronics (Anant Agarwal) - OCW MIT
https://ocw.mit.edu/courses/electrical-engineering-and- computer-science/6-002- circuits-and-electronics- spring-2007/ - Quantum Engineering of Superconducting Qubits (William Oliver, MIT) - Lecture at the Google LA Quantum AI Lab on August 13, 2015
https://www.youtube.com/watch?v=Jgc20Xc8IpA - Quantum Transport (Sergey Frolov, University of Pittsburgh) - 20 lectures
https://www.youtube.com/playlist?list=PLtTPtV8SRcxjedflXwNPSI_fxvxwUCjsd
Machine Learning
- Machine Learning by Andrew Ng - approx. 56 hours course at Coursera
https://www.coursera.org/learn/machine-learning - Машинное обучение и анализ данных Specialization, MIPT and Yandex - ще один курс на Coursera тільки російською, розрахований на близько 8 місяців
https://www.coursera.org/specializations/machine-learning-data-analysis - Введение в машинное обучение - класичний курс Костянтина Воронцова, також російською і на Coursera
https://www.coursera.org/learn/vvedenie-mashinnoe-obuchenie, курс добре структуровано тут - Convolutional Neural Networks for Visual Recognition (Spring 2017) - "дуже відомий стенфордський курс по нейромережах", постійно оновлюється, тому краще підписатись
https://www.youtube.com/playlist?list=PL3FW7Lu3i5JvHM8ljYj-zLfQRF3EO8sYv - Learning from Data: machine learning course recorded at a live broadcast from Caltech - "класний курс від КалТех", лекції на YouTube
http://work.caltech.edu/telecourse.html - Introduction to deep learning by Vitaliy Tymchyshyn (BITP) - Keynote lecture at APSS 2019
https://youtu.be/L0X-XSirhIQ - цю лекцію можна вважати вступом до практичного курсу Віталія Тимчишина "Вступ до машинного навчання" (див. також https://github.com/fbeilstein/machine_learning), який є надзвичайно популярним серед студентів КАУ всіх спеціальностей, а цей перелік ресурсів засновано переважно на рекомендаціях Віталія