Computer Scientist Andrew Ng Presents a New Series of Machine Learning Courses–an Updated Version of the Popular Course Taken by 5 Million Students

Back in 2017, Cours­era co-founder and for­mer Stan­ford com­put­er sci­ence pro­fes­sor Andrew Ng launched a five-part series of cours­es on “Deep Learn­ing” on the edtech plat­form, a series meant to “help you mas­ter Deep Learn­ing, apply it effec­tive­ly, and build a career in AI.” These cours­es extend­ed his ini­tial Machine Learn­ing course, which has attract­ed almost 5 mil­lion stu­dents since 2012, in an effort, he said, to build “a new AI-pow­ered soci­ety.”

Ng’s goals are ambi­tious, to “teach mil­lions of peo­ple to use these AI tools so they can go and invent the things that no large com­pa­ny, or com­pa­ny I could build, could do.” His new Machine Learn­ing Spe­cial­iza­tion at Cours­era takes him sev­er­al steps fur­ther in that direc­tion with an “updat­ed ver­sion of [his] pio­neer­ing Machine Learn­ing course,” notes Cours­er­a’s descrip­tion, pro­vid­ing “a broad intro­duc­tion to mod­ern machine learn­ing.” The spe­cial­iza­tion’s three cours­es include 1) Super­vised Machine Learn­ing: Regres­sion and Clas­si­fi­ca­tion, 2) Advanced Learn­ing Algo­rithms, and 3) Unsu­per­vised Learn­ing, Rec­om­menders, Rein­force­ment Learn­ing. Col­lec­tive­ly, the cours­es in the spe­cial­iza­tion will teach you to:

  • Build machine learn­ing mod­els in Python using pop­u­lar machine learn­ing libraries NumPy and scik­it-learn.
  • Build and train super­vised machine learn­ing mod­els for pre­dic­tion and bina­ry clas­si­fi­ca­tion tasks, includ­ing lin­ear regres­sion and logis­tic regres­sion.
  • Build and train a neur­al net­work with Ten­sor­Flow to per­form mul­ti-class clas­si­fi­ca­tion.
  • Apply best prac­tices for machine learn­ing devel­op­ment so that your mod­els gen­er­al­ize to data and tasks in the real world.
  • Build and use deci­sion trees and tree ensem­ble meth­ods, includ­ing ran­dom forests and boost­ed trees.
  • Use unsu­per­vised learn­ing tech­niques for unsu­per­vised learn­ing: includ­ing clus­ter­ing and anom­aly detec­tion.
  • Build rec­om­mender sys­tems with a col­lab­o­ra­tive fil­ter­ing approach and a con­tent-based deep learn­ing method.
  • Build a deep rein­force­ment learn­ing mod­el.

The skills stu­dents learn in Ng’s spe­cial­iza­tion will bring them clos­er to careers in big data, machine learn­ing, and AI engi­neer­ing. Enroll in Ng’s Spe­cial­iza­tion here free for 7 days and explore the mate­ri­als in all three cours­es. If you’re con­vinced the spe­cial­iza­tion is for you, you’ll pay $49 per month until you com­plete the three-course spe­cial­iza­tion, and you’ll earn a cer­tifi­cate upon com­ple­tion of a hands-on project using all of your new machine learn­ing skills. You can sign up for the Machine Learn­ing Spe­cial­iza­tion here.

Note: Open Cul­ture has a part­ner­ship with Cours­era. If read­ers enroll in cer­tain Cours­era cours­es and pro­grams, it helps sup­port Open Cul­ture.

Relat­ed Con­tent:

New Deep Learn­ing Cours­es Released on Cours­era, with Hope of Teach­ing Mil­lions the Basics of Arti­fi­cial Intel­li­gence

Cours­era Makes Cours­es & Cer­tifi­cates Free Dur­ing Coro­n­avirus Quar­an­tine: Take Cours­es in Psy­chol­o­gy, Music, Well­ness, Pro­fes­sion­al Devel­op­ment & More Online

Google & Cours­era Launch Career Cer­tifi­cates That Pre­pare Stu­dents for Jobs in 6 Months: Data Ana­lyt­ics, Project Man­age­ment and UX Design

Google Unveils a Dig­i­tal Mar­ket­ing & E‑Commerce Cer­tifi­cate: 7 Cours­es Will Help Pre­pare Stu­dents for an Entry-Lev­el Job in 6 Months       

Josh Jones is a writer and musi­cian based in Durham, NC. Fol­low him at @jdmagness

Google Unveils a Digital Marketing & E‑Commerce Certificate: 7 Courses Will Help Prepare Students for an Entry-Level Job in 6 Months

Dur­ing the pan­dem­ic, Google launched a series of Career Cer­tifi­cates that will “pre­pare learn­ers for an entry-lev­el role in under six months.” Their first cer­tifi­cates focused on Project Man­age­ment, Data Ana­lyt­ics, User Expe­ri­ence (UX) Design, IT Sup­port and IT Automa­tion. Now comes their latest–a cer­tifi­cate ded­i­cat­ed to Dig­i­tal Mar­ket­ing & E‑commerce.

Offered on the Cours­era plat­form, the Dig­i­tal Mar­ket­ing & E‑commerce Pro­fes­sion­al Cer­tifi­cate con­sists of sev­en cours­es, all col­lec­tive­ly designed to help stu­dents “devel­op dig­i­tal mar­ket­ing and e‑commerce strate­gies; attract and engage cus­tomers through dig­i­tal mar­ket­ing chan­nels like search and email; mea­sure mar­ket­ing ana­lyt­ics and share insights; build e‑commerce stores, ana­lyze e‑commerce per­for­mance, and build cus­tomer loy­al­ty.” The cours­es include:

In total, this pro­gram “includes over 190 hours of instruc­tion and prac­tice-based assess­ments, which sim­u­late real-world dig­i­tal mar­ket­ing and e‑commerce sce­nar­ios that are crit­i­cal for suc­cess in the work­place.” Along the way, stu­dents will learn how to use tools and plat­forms like Can­va, Con­stant Con­tact, Google Ads, Google Ana­lyt­ics, Hoot­suite, Hub­Spot, Mailchimp, Shopi­fy, and Twit­ter. You can start a 7‑day free tri­al and explore the cours­es. If you con­tin­ue beyond that, Google/Coursera will charge $39 USD per month. That trans­lates to about $235 after 6 months.

If you don’t want to pay, you can audit each course for free, with­out ulti­mate­ly receiv­ing the cer­tifi­cate.

Explore the Dig­i­tal Mar­ket­ing & E‑commerce Pro­fes­sion­al Cer­tifi­cate.

Note: Open Cul­ture has a part­ner­ship with Cours­era. If read­ers enroll in cer­tain Cours­era cours­es and pro­grams, it helps sup­port Open Cul­ture.

Relat­ed Con­tent 

Google & Cours­era Launch Career Cer­tifi­cates That Pre­pare Stu­dents for Jobs in 6 Months: Data Ana­lyt­ics, Project Man­age­ment and UX Design

Become a Project Man­ag­er With­out a Col­lege Degree with Google’s Project Man­age­ment Cer­tifi­cate

Google Data Ana­lyt­ics Cer­tifi­cate: 8 Cours­es Will Help Pre­pare Stu­dents for an Entry-Lev­el Job in 6 Months

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Finding Purpose & Meaning In Life: Living for What Matters Most–A Free Online Course from the University of Michigan

From the Uni­ver­si­ty of Michi­gan comes a course for our dis­ori­ent­ing times–Find­ing Pur­pose and Mean­ing In Life: Liv­ing for What Mat­ters Most. Taught by Vic Strech­er, a pro­fes­sor in the Schools of Pub­lic Health and Med­i­cine, the course promis­es stu­dents this:

In this course, you’ll learn how sci­ence, phi­los­o­phy and prac­tice all play a role in both find­ing your pur­pose and liv­ing a pur­pose­ful life. You will hear from his­tor­i­cal fig­ures and indi­vid­u­als about their jour­neys to find­ing and liv­ing a pur­pose­ful life, and will walk through dif­fer­ent exer­cis­es to help you find out what mat­ters most to you so you can live a pur­pose­ful life.

By the end of the course, stu­dents will:

1. Under­stand that hav­ing a strong pur­pose in life is an essen­tial ele­ment of human well-being.
2. Know how self-tran­scend­ing pur­pose pos­i­tive­ly affects well-being.
3. Be able to cre­ate a pur­pose for your life (don’t be intim­i­dat­ed, this is dif­fer­ent from cre­at­ing “the pur­pose” for your life).
4. Apply per­son­al approach­es and skills to self-change and become and stay con­nect­ed to your pur­pose every day.

To take the course for free, selec­tion the Audit Only option avail­able upon reg­is­tra­tion.

Find­ing Pur­pose and Mean­ing In Life: Liv­ing for What Mat­ters Most will be added to our list: 1,700 Free Online Cours­es from Top Uni­ver­si­ties.

Any­one inter­est­ed can watch Vic Strecher’s TED Talk here.

If you would like to sign up for Open Culture’s free email newslet­ter, please find it here. Or fol­low our posts on Threads, Face­book, BlueSky or Mastodon.

If you would like to sup­port the mis­sion of Open Cul­ture, con­sid­er mak­ing a dona­tion to our site. It’s hard to rely 100% on ads, and your con­tri­bu­tions will help us con­tin­ue pro­vid­ing the best free cul­tur­al and edu­ca­tion­al mate­ri­als to learn­ers every­where. You can con­tribute through Pay­Pal, Patre­on, and Ven­mo (@openculture). Thanks!

Relat­ed Con­tent

The Sci­ence of Well-Being: Take a Free Online Ver­sion of Yale University’s Most Pop­u­lar Course

Exis­ten­tial­ist Psy­chol­o­gist, Auschwitz Sur­vivor Vik­tor Fran­kl Explains How to Find Mean­ing in Life, No Mat­ter What Chal­lenges You Face

What is the Secret to Liv­ing a Long, Hap­py & Cre­ative­ly Ful­fill­ing Life?: Dis­cov­er the Japan­ese Con­cept of Iki­gai

97-Year-Old Philoso­pher Pon­ders the Mean­ing of Life: “What Is the Point of It All?”

A Master List of 1,700 Free Courses From Top Universities: A Lifetime of Learning on One Page


For the past 15 years, we’ve been busy rum­mag­ing around the inter­net and adding cours­es to an ever-grow­ing list of Free Online Cours­es, which now fea­tures 1,700 cours­es from top uni­ver­si­ties. Let’s give you the quick overview: The list lets you down­load audio & video lec­tures from schools like Stan­ford, Yale, MIT, Oxford, Har­vard and many oth­er insti­tu­tions. Gen­er­al­ly, the cours­es can be accessed via YouTube, iTunes or uni­ver­si­ty web sites, and you can lis­ten to the lec­tures any­time, any­where, on your com­put­er or smart phone. We haven’t done a pre­cise cal­cu­la­tion, but there’s about 50,000 hours of free audio & video lec­tures here. Enough to keep you busy for a very long time–something that’s use­ful dur­ing these social­ly dis­tant times.

Right now you’ll find 200 free phi­los­o­phy cours­es, 105 free his­to­ry cours­es, 170 free com­put­er sci­ence cours­es, 85 free physics cours­es and 55 Free Lit­er­a­ture Cours­es in the col­lec­tion, and that’s just begin­ning to scratch the sur­face. You can peruse sec­tions cov­er­ing Astron­o­my, Biol­o­gy, Busi­nessChem­istry, Eco­nom­ics, Engi­neer­ing, Math, Polit­i­cal Sci­ence, Psy­chol­o­gy and Reli­gion.

Here are some high­lights from the com­plete list of Free Online Cours­es. We’ve added a few unconventional/vintage cours­es in the mix just to keep things inter­est­ing.

The com­plete list of cours­es can be accessed here: 1,700 Free Online Cours­es from Top Uni­ver­si­ties. For more enrich­ing mate­r­i­al, see our oth­er col­lec­tions below.

Relat­ed Con­tent:

1,000 Free Audio Books: Down­load Great Books for Free.

4,000+ Free Movies Online: Great Clas­sics, Indies, Noir, West­erns, Doc­u­men­taries & More.

Learn 45+ Lan­guages Online for Free: Span­ish, Chi­nese, Eng­lish & More.

200 Online Cer­tifi­cate & Micro­cre­den­tial Pro­grams from Lead­ing Uni­ver­si­ties & Com­pa­nies.

Online Degrees & Mini Degrees: Explore Mas­ters, Mini Mas­ters, Bach­e­lors & Mini Bach­e­lors from Top Uni­ver­si­ties.

 

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Russian Invasion of Ukraine Teach-Out: A Free Course from the University of Michigan

From the Uni­ver­si­ty of Michi­gan comes a free short course on the Russ­ian Inva­sion of Ukraine. Here’s how they set the con­text for the course, which you can find on the Cours­era plat­form:

“The armed con­flict in Ukraine first start­ed in the begin­ning of 2014, when Rus­sia invad­ed and annexed the Ukrain­ian region of Crimea. Over the past eight years, there has been ongo­ing con­flict between Ukraine and Rus­sia, with reg­u­lar shelling and skir­mish­es occur­ring along Russ­ian and Ukrain­ian bor­ders in the east­ern part of the coun­try. On Feb­ru­ary 24, 2022, Rus­sia launched a full-scale mil­i­tary inva­sion of Ukraine, plung­ing the entire coun­try into war and send­ing shock­waves across the world. With casu­al­ties mount­ing and over one mil­lion Ukraini­ans flee­ing the coun­try, the need for dia­logue and de-esca­la­tion have nev­er been high­er. In this Teach-Out, you will learn from a diverse group of guest experts about the his­to­ry and ori­gins of war in Ukraine, its imme­di­ate and long-term impacts, and what you can do to sup­port peo­ple in this grow­ing human­i­tar­i­an cri­sis. Specif­i­cal­ly this Teach-Out will address the fol­low­ing ques­tions:

- How did we get here? Why did Rus­sia invade Ukraine?
— What his­tor­i­cal and cul­tur­al con­texts do we need to know about in order to under­stand this con­flict?
— How is cyber and infor­ma­tion war­fare impact­ing the con­flict in Ukraine?
— What can be done to stop this war?
— How can we sup­port Ukrain­ian refugees and dis­placed peo­ples?”

Sign up for the course here.

If you would like to sign up for Open Culture’s free email newslet­ter, please find it here. Or fol­low our posts on Threads, Face­book, BlueSky or Mastodon.

If you would like to sup­port the mis­sion of Open Cul­ture, con­sid­er mak­ing a dona­tion to our site. It’s hard to rely 100% on ads, and your con­tri­bu­tions will help us con­tin­ue pro­vid­ing the best free cul­tur­al and edu­ca­tion­al mate­ri­als to learn­ers every­where. You can con­tribute through Pay­Pal, Patre­on, and Ven­mo (@openculture). Thanks!

Relat­ed Con­tent 

1,700 Free Online Cours­es from Top Uni­ver­si­ties

Putin’s War on Ukraine Explained in 8 Min­utes

Why Rus­sia Invad­ed Ukraine: A Use­ful Primer

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Google’s UX Design Professional Certificate: 7 Courses Helps Prepare Students for an Entry-Level Job in 6 Months

Dur­ing the pan­dem­ic, Google launched a series of Career Cer­tifi­cates that will “pre­pare learn­ers for an entry-lev­el role in under six months.” One such cer­tifi­cate focus­es on User Expe­ri­ence Design, or what’s called UX Design, the process design teams use to cre­ate prod­ucts that pro­vide mean­ing­ful expe­ri­ences to users.

Offered on the Cours­era plat­form, the User Expe­ri­ence (UX) Design Pro­fes­sion­al Cer­tifi­cate fea­tures sev­en cours­es, includ­ing the Foun­da­tions of User Expe­ri­ence, Start the UX Design Process, Build Wire­frames and Low-Fideli­ty Pro­to­types, and Con­duct UX Research and Test Ear­ly Con­cepts. In total, this pro­gram “includes over 200 hours of instruc­tion and hun­dreds of prac­tice-based activ­i­ties and assess­ments that sim­u­late real-world UX design sce­nar­ios and are crit­i­cal for suc­cess in the work­place. The con­tent is high­ly inter­ac­tive and devel­oped by Google employ­ees with decades of expe­ri­ence in UX design.” Upon com­ple­tion, stu­dents can direct­ly apply for jobs with Google and over 130 U.S. employ­ers, includ­ing Wal­mart, Best Buy, and Astreya. You can start a 7‑day free tri­al and explore the cours­es. If you con­tin­ue beyond that, Google/Coursera will charge $39 USD per month. That trans­lates to about $235 after 6 months.

Explore the User Expe­ri­ence (UX) Design Pro­fes­sion­al Cer­tifi­cate by watch­ing the video above. Learn more about the over­all Google career cer­tifi­cate ini­tia­tive here. And find oth­er Google pro­fes­sion­al cer­tifi­cates here.

Note: Open Cul­ture has a part­ner­ship with Cours­era. If read­ers enroll in cer­tain Cours­era cours­es and pro­grams, it helps sup­port Open Cul­ture.

Relat­ed Con­tent:

Google Intro­duces 6‑Month Career Cer­tifi­cates, Threat­en­ing to Dis­rupt High­er Edu­ca­tion with “the Equiv­a­lent of a Four-Year Degree”

Cours­era and Google Launch an Online Cer­tifi­cate Pro­gram to Help Stu­dents Become IT Pro­fes­sion­als & Get Attrac­tive Jobs

Become a Project Man­ag­er With­out a Col­lege Degree with Google’s Project Man­age­ment Cer­tifi­cate

‘The Character of Physical Law’: Richard Feynman’s Legendary Course Presented at Cornell, 1964

Lec­ture One, The Law of Grav­i­ta­tion:

“Nature,” said physi­cist Richard Feyn­man, “uses only the longest threads to weave her pat­terns, so that each small piece of her fab­ric reveals the orga­ni­za­tion of the entire tapes­try.”

With those words Feyn­man end­ed the first of his famous 1964 Mes­sen­ger Lec­tures at Cor­nell Uni­ver­si­ty, a talk enti­tled “The Law of Grav­i­ta­tion, an Exam­ple of Phys­i­cal Law.” (See above.) The lec­tures were intend­ed by Feyn­man as an intro­duc­tion, not to the fun­da­men­tal laws of nature, but to the very nature of such laws. The lec­tures were lat­er tran­scribed and col­lect­ed in The Char­ac­ter of Phys­i­cal Law, one of Feyn­man’s most wide­ly read books. In the intro­duc­tion to the Mod­ern Library edi­tion, writer James Gle­ick gives a brief assess­ment of the charis­mat­ic man at the lectern:

Feyn­man, then forty-six years old, did the­o­ret­i­cal physics as spec­tac­u­lar­ly as any­one alive. He was due to win the Nobel Prize the next year for his ground­break­ing work in the 1940s in quan­tum elec­tro­dy­nam­ics, a the­o­ry that tied togeth­er in an exper­i­men­tal­ly per­fect pack­age all the var­ied phe­nom­e­na at work in light, radio, mag­net­ism, and elec­tric­i­ty. He had tak­en the cen­tu­ry’s ear­ly, half-made con­cep­tions of waves and par­ti­cles and shaped them into tools that ordi­nary physi­cists could use and under­stand. This was eso­teric science–more so in the decades that followed–and Feyn­man was not a house­hold name out­side physics, but with­in his field he had devel­oped an astound­ing stature. He had a mys­tique that came in part from sheer prag­mat­ic brilliance–in any group of sci­en­tists he could cre­ate a dra­mat­ic impres­sion by slash­ing his way through a dif­fi­cult problem–and in part, too, from his per­son­al style–rough-hewn, Amer­i­can, seem­ing­ly uncul­ti­vat­ed.

All sev­en of Feyn­man’s lec­tures were record­ed by the British Broad­cast­ing Cor­po­ra­tion and pre­sent­ed as part of BBC Two’s “Fur­ther Edu­ca­tion Scheme.” In 2009 Bill Gates bought the rights to the videos and made them avail­able to the pub­lic on Microsoft­’s Project Tuva Web site.

Since then the series has become avail­able on YouTube for eas­i­er view­ing. As you scroll down the page you can access the videos which, “more than any oth­er record­ed image or doc­u­ment,” writes physi­cist Lawrence Krauss in Quan­tum Man: Richard Feyn­man’s Life in Sci­ence, “cap­ture the real Feyn­man, play­ful, bril­liant, excit­ed, charis­mat­ic, ener­getic, and no non­sense.”

You can find the remain­ing video lec­tures below:

Lec­ture Two, The Rela­tion of Math­e­mat­ics to Physics:

Lec­ture Three, The Great Con­ser­va­tion Prin­ci­ples:

Lec­ture Four, Sym­me­try in Phys­i­cal Law:

Lec­ture Five, The Dis­tinc­tion of Past and Future:

Lec­ture Six, Prob­a­bil­i­ty and Uncertainty–The Quan­tum Mechan­i­cal View of Nature:

Lec­ture Sev­en, Seek­ing New Laws:

You can find this course indexed in our list of Free Online Physics Cours­es, a sub­set of our col­lec­tion, 1,700 Free Online Cours­es from Top Uni­ver­si­ties.

Relat­ed Con­tent:

The “Feyn­man Tech­nique” for Study­ing Effec­tive­ly: An Ani­mat­ed Primer

How Richard Feynman’s Dia­grams Rev­o­lu­tion­ized Physics

The Feyn­man Lec­tures on Physics, The Most Pop­u­lar Physics Book Ever Writ­ten, Is Now Com­plete­ly Online

Cornel West Teaches You How to Think Like a Philosopher

Cor­nel West has nev­er shied away from dis­agree­ment, which is one of the qual­i­ties that has kept him promi­nent as a pub­lic intel­lec­tu­al for decades. Anoth­er is his intense, even lyri­cal style of express­ing those dis­agree­ments — and every­thing else he has to say besides. In his aca­d­e­m­ic career he’s built a rep­u­ta­tion as not exact­ly the aver­age pro­fes­sor, as his for­mer stu­dents at Har­vard, Yale, Prince­ton Uni­ver­si­ty, the Uni­ver­si­ty of Paris, and oth­er schools have expe­ri­enced first-hand. Now, online edu­ca­tion plat­form Mas­ter­class has made his dis­tinc­tive ped­a­gogy avail­able to any­one will­ing to pay USD $20-per-month mem­ber­ship price with its brand new course “Cor­nel West Teach­es Phi­los­o­phy.”

“This class revolves around three fun­da­men­tal ques­tions,” West says in the trail­er above. First, “What does it mean to be human?” Sec­ond, “What are the forms of love that con­sti­tute the best of our human­i­ty: love of truth, love of good­ness, love of beau­ty?” Third, “How does com­mu­ni­ty, tra­di­tion, her­itage shape and mold our con­cep­tions of who we are as human beings?”

This mate­r­i­al, one sens­es, will be less straight­for­ward­ly prac­ti­cal than in some oth­er Mas­ter­class­es; but then, is there any view­er to whom it could be irrel­e­vant? What­ev­er our par­tic­u­lar field of endeav­or, each of us is, as West puts it, “a feath­er­less, two-legged, lin­guis­ti­cal­ly con­scious crea­ture, born between urine and feces, whose body will soon be the culi­nary delight of ter­res­tri­al worms.”

Yet in West­’s view, we can also reach toward high­er things. This requires the prop­er atti­tude toward wis­dom, the love of which is at the root of the very term phi­los­o­phy: hence the lessons in West­’s Mas­ter­class ded­i­cat­ed to “How to Think Like a Philoso­pher” and “How Phi­los­o­phy Serves Human­i­ty.” Lat­er he goes deep­er, and at one point even “unset­tles the mind and empow­ers the soul by illu­mi­nat­ing the del­i­cate inter­play between hope, opti­mism, and despair.” Car­ry­ing on the expan­sive tra­di­tion of W. E. B. Du Bois, West has cre­at­ed a role for him­self that encom­pass­es the work of aca­d­e­m­ic, activist, pub­lic intel­lec­tu­al, and even music-lover. For his ded­i­cat­ed lis­ten­ers and read­ers, his les­son on John Coltrane’s A Love Supreme and the “jazz-like con­cep­tion of phi­los­o­phy” it encour­ages will sure­ly be worth Mas­ter­class’ price of admis­sion alone. Explore the course here.

Note: If you sign up for a Mas­ter­Class course by click­ing on the affil­i­ate links in this post, Open Cul­ture will receive a small fee that helps sup­port our oper­a­tion.

Relat­ed Con­tent:

Watch Cor­nel West’s Free Online Course on W.E.B. Du Bois, the Great 20th Cen­tu­ry Pub­lic Intel­lec­tu­al

Daniel Den­nett and Cor­nel West Decode the Phi­los­o­phy of The Matrix

Neil deGrasse Tyson Teach­es Sci­en­tif­ic Think­ing and Com­mu­ni­ca­tion in a New Online Course

Phi­los­o­phy for Begin­ners: A Free Intro­duc­to­ry Course from Oxford Uni­ver­si­ty

How to Teach and Learn Phi­los­o­phy Dur­ing the Pan­dem­ic: A Col­lec­tion of 450+ Phi­los­o­phy Videos Free Online

Based in Seoul, Col­in Mar­shall writes and broad­casts on cities, lan­guage, and cul­ture. His projects include the Sub­stack newslet­ter Books on Cities, the book The State­less City: a Walk through 21st-Cen­tu­ry Los Ange­les and the video series The City in Cin­e­ma. Fol­low him on Twit­ter at @colinmarshall or on Face­book.

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