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Doing well in your courses: Andrej's advice for success (2013)

https://cs.stanford.edu/people/karpathy/advice.html
193•peterkshultz•3h ago

Comments

mhog_hn•2h ago
Title could also be “How to train biological neural networks” - Andrej Karpathy
logicallee•2h ago
This doesn't have a date but I checked the wayback machine and it was first crawled in April 2013. [1]

[1] https://web.archive.org/web/20130404071259/https://cs.stanfo...

random9749832•2h ago
I don't miss university at all. In hindsight most of it was a scam and I learnt most things on my own either by opening a book, starting my own project or through research.

You don't need a 50 point list to learn anything even to a proficient level. Exams are bullshit.

Cyph0n•2h ago
This is excellent advice.

I personally rarely joined group study sessions, but thinking back, I should have joined more of them.

To expand on one of the points listed here: do a first pass through questions before writing a single thing and mark which you feel are easy vs. hard (this evaluation may change once you start working on them!). Your prioritization should be: easier + higher points, easier + lower points, then hard in order of perceived difficulty weighted by points.

Oh, and if your course requires memorizing a set of known formulas, write them down first thing on the very last page :)

epolanski•57m ago
I've always studied with peers after classes (I'm a chemistry master) and it was the best way to learn. Discuss different ideas and approaches and understandings was a force multiplier.
constantcrying•2h ago
Some more advice:

Tests are all bullshit. They are just some arbitrary questions, trying to figure out whether you understood the material, which were made up by some guy who has much more important things to do.

If you want to spend your time well, either do networking or try to understand the material. If you are there trying to game the system (which hilariously Karpathy is suggesting you do, in a very mild way) then you should seriously consider why you are there in the first place.

Also consider that when you are tested outside of school you will always be tested to face to face.

b33j0r•2h ago
My tests were always tricky variations on a problem, or the exact problem, which they completely solved in the TA sessions.

I couldn’t figure out why I got the first B’s and C’s of my life until I realized that.

Projectiboga•1h ago
Yep, and they are often scaled by the "Normal Curve". The catch with this flawed reasoning is that a Normal Distribution requires multiple independent imputs where none is deterministic. Having a professor and a curriculum are together goes against that proposition. There needs to be a better distribution to measure varation within an effective teaching method. Teaching towards a normal distributon result favors giving tests with flawed grading and other bad practices. In the late 1980s I didn't want to pursue a PHD due to the bleak future of acedemia, but if I had this would have been a major focus as it is causing a myriad of problems in our society abusing higher eduction students in this way.
aidenn0•1h ago
The second half of this explains why he suggests gaming it, and seems to boil down to Grant Allen's maxim of "Don't let your schooling interfere with your education"
nomilk•2h ago
Great find. What was he teaching back then?
levocardia•2h ago
Not sure about 2013 but in 2016 he taught this gem of a class: https://www.youtube.com/watch?v=NfnWJUyUJYU&list=PLkt2uSq6rB...
behnamoh•2h ago
Ah, the thin font inspired by Apple's iOS 7 Helvetica font that ruined the readability of web content for a decade...

Is there a way to enforce non-thin fonts on web pages in the browser?

trenchpilgrim•1h ago
I use reader mode when typography sucks.
wafflemaker•1h ago
DarkReader plugin has settings to manipulate fonts on pages, it's quite easy to configure.

Assuming you are already using dark reader to give dark mode to all pages.

brosco•2h ago
I have a tip for following lectures (or any technical talk, really) that I've been meaning to write about for a while.

As you follow along with the speaker, try to predict what they will say next. These can be either local or global predictions. Guess what they will write next, or what will be on the next slide. With some practice (and exposure to the subject area) you can usually get it right. Also try to keep track of how things fit into the big picture. For example in a math class, there may be a big theorem that they're working towards using lots of smaller lemmas. How will it all come together?

When you get it right, it will feel like you are figuring out the material on your own, rather than having it explained to you. This is the most important part.

If you can manage to stay one step ahead of the lecturer, it will keep you way more engaged than trying to write everything down. Writing puts you one step behind what the speaker is saying. Because of this, I usually don't take any notes at all. It obviously works better when lecture notes are made available, but you can always look at the textbook.

People often assume that I have read the material or otherwise prepared for lectures, seminars, etc., because of how closely I follow what the speaker is saying. But really most talks are quite logical, and if you stay engaged it's easy to follow along. The key is to not zone out or break your concentration, and I find this method helps me immensely.

random9749832•2h ago
Every learning method you can think of has been thought of before and all variations have been implemented in classrooms throughout time. It is mostly pseudo-science. You either put in the effort to learn and struggle until you succeed or you don't. There is no secret sauce.
wafflemaker•1h ago
I've met lot of smart guys never getting anywhere, because they were always looking for a shortcut and not to do the real work.

Linux instructor Jason Canon wrote once that there's a lot of people who spend 90% of the time reading articles on how to learn Linux, but only 10% really practicing.

OTOH it's a really cool way to stay focused and engaged with the lecture.

billy99k•1h ago
I've seen this a lot over the years and I've been guilty of it myself. I do still look at articles and find good stuff from it, but I've replaced it with paid courses that offer hands-on examples.
brosco•1h ago
I'm not saying it's a learning method. And I don't see how anyone could mistake this for science, so why would it be pseudoscience? It's not really about effort either.

It's just a trick that helps me pay attention in lectures, which a lot of people struggle with. Certainly you have to put the work outside of the classroom as well.

quacked•1h ago
This isn't true. I put in a great deal of effort in college and struggled to learn. After college I changed the way I interacted with information, and found that I could learn and remember orders of magnitude better by using studying and practice techniques that mapped more closely with how I thought about information.
random9749832•1h ago
Learning is a loop of reading/listening > applying/questioning. The rest is gobbledygook.

And when I say learning, I mean understanding the material, not just remembering a bunch of information for an exam.

xmprt•1h ago
There are are a 100 different ways to struggle to learn. Some of them are better than others. I don't see how that's pseudoscience.
random9749832•59m ago
There are 100 different sources to learn from. And they certainly aren't as good as one another.

There being 100 different ways to learn though is questionable.

billy99k•1h ago
My technique was to write tons of notes during the lecture. In college, I would have many pages of notes for each lecture and because writing is more of an active process than just sitting or spacing out for an hour, I rarely had to study for an exam.
leobg•1h ago
Well said. And it makes sense, if you define intelligence as the ability to successfully predict the future.

And how interesting that that is literally how LLMs are trained during pretraining. Like Ilya said: To predict the name revealed as the murderer at the end of a detective novel, you must have followed the plot, have world knowledge about physics, psychology, etc..

And that’s what you’re pointing at here. Testing yourself on the ability to predict during a lecture is like running a loss function to keep you on your toes.

normie3000•29m ago
> To predict the name revealed as the murderer at the end of a detective novel, you must have...

Wait, can people do this??

eastbound•18m ago
It’s usually none of the people you can think about (otherwise it’s a very bad plot).
ebertucc•25m ago
This is good advice for the LSAT too, and baked into LSAT Demon's app. If you can predict an answer before looking at the choices, you're probably on the right track.
zahlman•22m ago
There were times in university where I had figured out the material on my own (maybe even several lectures ahead), and the confirmation actually felt a bit disappointing.
gretch•21m ago
Agree with this comment but follow up to this tip:

Only use this as a learning technique. Do not accidentally let this bleed over into personal 1:1 conversations.

I know some people in my life who are "smart" and they will cut people off in the middle of conversation to the effect of "oh yeah I already know what you are going to say, let me go ahead and cut you off so I can respond faster".

On top of being completely obnoxious on the face of it, they are wrong enough times in their predictions to where it completely fucks the conversation.

levocardia•2h ago
I love the final point:

>Your time is a precious, limited resource. Get to a point where you don't screw up on a test and then switch your attention to much more important endeavors. [...] Other than research projects, get involved with some group of people on side projects or better, start your own from scratch. Contribute to Open Source, make/improve a library. Get out there and create (or help create) something cool. Document it well. Blog about it. These are the things people will care about a few years down the road. Your grades? They are an annoyance you have to deal with along the way. Use your time well and good luck.

While probably 90% of undergrads undershoot in terms of time spent on their courses, the other 10% "Goodhardt" their grades and misallocate their time and abilities.

Almondsetat•2h ago
The real truth is that the good advice has always been dispensed, it's just that students don't want to listen.

1. Follow actively the lessons.

2. Study and exercise every day what you covered in the previous lessons

Every one of us has been given these age old platitudes, but, as spaced repetition, testing, and active recall prove, they are actually an excellent starting point for good performance

sfn42•2h ago
They told us which chapters to read before each lecture, nobody else that I knew did it. I did. It was super helpful.
ido•1h ago
I suspect the reason is that most late-teens/early-twenty-somethings are not responsible/emotionally mature enough to put in the required amount of work in the relatively free environment of university where nobody is checking if you’re doing your homework or show up to class.
SoftTalker•1h ago
Related, for me, was that high school just wasn't very challenging. I got As without ever really studying or feeling that I was working very hard. I took that approach into university and it worked for my freshman and most of my sophomore courses. Then things got actually tough and I realized I could not just intuit my way through exams, and I had never really learned how to study.
quacked•1h ago
Every undergraduate student I met over the age of 22 was much, much better than their young counterparts within the same ability cohort.
SoftTalker•1h ago
I've read that the highest levels of brain development are not complete until about age 25.
chrisgd•50m ago
For two years I wrote notes in class on yellow legal pad. After class, I rewrote into a spiral notebook, one for each class. That way I only carried a legal pad to each class everyday.

Not surprisingly, my grades those two years were great. Never had the fortitude to keep it up.

zahlman•17m ago
Strange, I would have thought that a habit successfully kept for two years (or even considerably less than that) might as well be permanent.
Aurornis•40m ago
The problems were more obvious to me when I was older and trying to mentor college students.

Some of them just got it, absorbed good advice like a sponge, rejected bad advice, and did their best. They were unsurprisingly successful in life (for their own definitions of success, which wasn't always monetary)

The most frustrating cases were the students who got baited by angry internet advice. Reddit was a frequent source of bad advice. Some got pulled into 4Chan or Something Awful (depending on the era). Others were in weird IRC channels or Discords. All of them got poisoned by cynical online junk. I'd hear the weirdest things about how they'd rationalize that studying was bad, degrees were useless, and nothing mattered. Some tried to lecture me on how the world was ending, the economy was collapsing, and therefore nothing mattered anyway.

The hardest type for me to mentor were the students who had a bottomless bucket of excuses to pull from for everything in their life. Nothing was ever their fault, even if their failure was unambiguously traceable back to their lack of studying. It was always the fault of their professor, their roommate, their parents, their students, their friends, or even their mentors (me) because they had trained themselves to find someone or something to blame in every situation. Not surprisingly they were always failing to progress in life until they hit some situation that forced self-reflection and learning. Some of them managed to turn it around, but I can still find many of them angrily ranting into LinkedIn or other social media to this day.

Mentoring was hard. It was rewarding to work with the students who wanted to learn and knew how to prefer good advice over bad. For some it felt like most of the battle was just keeping them away from bad influences and resisting the urge to run to Reddit to find something that helped them believe nothing was their fault.

zahlman•19m ago
> (for their own definitions of success, which wasn't always monetary)

> I'd hear the weirdest things about how they'd rationalize that studying was bad, degrees were useless, and nothing mattered. Some tried to lecture me on how the world was ending, the economy was collapsing, and therefore nothing mattered anyway.

To be fair, it does seem to be pretty bad out there if your only definition of success is monetary.

But your general point about https://en.wikipedia.org/wiki/Locus_of_control absolutely is well taken.

Fraaaank•1h ago
> Study very intensely RIGHT before the test.

I was always told NOT to study right before the test because it hinder retrieval of long term memory.

trenchpilgrim•1h ago
If the origin of that was a single study, you should learn about then replication crisis in psychology that called into question large swaths of results, after around 2/3rds of studies failed replication.
joshvm•1h ago
One really important factor is the grading curve, if used. At my university, I think the goal was to give the average student 60%, or a mid 2.1) with some formula for test score adjustment to compensate for particularly tough papers. The idea is that your score ends up representing your ability with respect to the cohort and the specific tests that you were given.

https://warwick.ac.uk/fac/sci/physics/current/teach/general/...

There were several courses that were considered easy, and as a consequence were well attended. You had to do significantly better in those classes to get a high grade, versus a low-attendance hard course where 50% in the test was curved up to 75%.

airstrike•1h ago
I don't think I'll ever understand/accept the idea of curving grades.
buildbot•1h ago
It makes sense when applied across multiple instances of a test, if one cohort does terribly curve up, one really well curve them down relative to the overall distribution of scores.

But yeah within a single assignment it makes no sense to force a specific distribution. (People do this maybe because they don’t understand?)

britzkopf•1h ago
So another strategy to do well might include tempting your classmates to distraction or perhaps offering to "help" them but in fact feed them misinformation? Got it.
xmprt•1h ago
You are typically the average of the people you keep around you. If you feel like you're going to get ahead by tricking your friends/peers then it likely means that you're not going to gain much when compared to the rest of the class (unless you're somehow able to deceive an entire class of 100+ students). On the flip side, if you and all your friends are supportive of each other then you're more likely to succeed when compared to the rest of the class. This does have the opposite effect of making it harder for students that don't have the same support/study groups but it goes completely against the point you're trying to make.
storus•1h ago
That won't work at elite schools like Stanford where a hard class average is like 98% and 94% will give you B+ due to the opposite curve being applied.
m-ee•53m ago
I went to Stanford and that was absolutely not the case. I once got an A on a midterm with a 65%
storus•23m ago
What I mentioned was the case in some hard CS classes I took there.
epolanski•59m ago
This posts sums up everything that's wrong with grading and modern colleges.
alyxya•1h ago
The most important advice is at the end.

> Undergrads tend to have tunnel vision about their classes. They want to get good grades, etc. The crucial fact to realize is that noone will care about your grades, unless they are bad. For example, I always used to say that the smartest student will get 85% in all of his courses. This way, you end up with somewhere around 4.0 score, but you did not over-study, and you did not under-study.

It’s difficult to escape tunnel vision when your most urgent and highest priority task tends to be the required homework and studying you have right in front of you, and you directly get feedback on that work.

> Other than research projects, get involved with some group of people on side projects or better, start your own from scratch. Contribute to Open Source, make/improve a library. Get out there and create (or help create) something cool. Document it well. Blog about it. These are the things people will care about a few years down the road. Your grades? They are an annoyance you have to deal with along the way. Use your time well and good luck.

I agree with all the advice here, but in hindsight, I don’t know if I would’ve been able to realistically do this. These things are all something you can do away from school, so while in school, it felt like a waste to not make use of the school to do things on my own.

Overall the advice is much easier said than done, even if it is something I completely agree with.

jackling•1h ago
Lots of good advice in this article.

My favorite pieces that I agree with 100%:

> Reading and understanding IS NOT the same as replicating the content.

This happens to me all the time. It's really important to try and replicate everything that you learn. I would go even further and constantly reaffirm that you still know how to prove facts that you take for granted.

> NEVER. EVER. EVER. Leave a test early.

Every time I find a mistake.

Some pieces that I really disagree with:

> Study very intensely RIGHT before the test.

I don't think this works, at least for me, it doesn’t. I never studied on test day unless the test was in the evening. Even in cases where I had ample time to study, I focused on preparing for my later tests. By the time test day rolls around, you either know the material or you don’t. I don’t think short-term memory is as valuable as the writer is making it out to be. I also worry that the added stress may cause you to confuse yourself when trying to frantically read through your notes or textbooks.

> If things are going badly and you get too tired, in emergency situations, chug an energy drink.

Your health is more important than the tests you take. These energy drinks are terrible for you and your brain, in my opinion. After hours of sitting, drinking such a high concentration of sugar and caffeine is terrible for you. Just go out for a walk, take a shower, and if that doesn't help, go to sleep. Trying to cram in as much knowledge as possible when your brain is fried isn't going to help you all that much.

sodality2•1h ago
> Trying to cram in as much knowledge as possible when your brain is fried isn't going to help you all that much.

I think the trade-off of being a little jittery and possibly scoring better on an exam is probably worth it. Unless you turn it into a habit, a few hours short on sleep a month isn't going to measurably harm you. Then again, it depends on how much you stand to gain from studying those extra few hours - and it's equally important to be realistic on that quantity.

mentos•41m ago
I left a test early once and my TA made it a point to tear my answers apart.
kevmo314•1h ago
> All-nighters are not worth it.

I disagree. I made some of my best friends through all nighters and continue to occasionally pull them because they reinvigorate meaning into my work as they did my coursework.

If your only metric for success in school is your GPA, then yes all nighters aren’t worth it. But climbing a metric leaderboard isn’t the only measure of doing well in a course.

It is curious because Andrej recognizes this with his comments concerning coffee.

rTX5CMRXIfFG•1h ago
This is an article about doing well in courses, not in making friends
kevmo314•1h ago
The course I did best at in school was the one that led to a job opportunity through some friends I made.
trenchpilgrim•18m ago
Making friends is one of the most important reasons to go to college. Friends from that era of my life later hired me into excellent jobs that changed my generational wealth. About half of my friends met their life partners during college. Several of my lifelong best friends are people I met through college friends and activities.

The more career-minded might call it "networking".

orev•1h ago
Why do friends need to be made through all-nighters? Could you have made the same friends by organizing study groups during regular hours, and then doing something else fun with those people in the evenings?
kevmo314•1h ago
They don't have to be, nor am I claiming that all nighters are unilaterally positive. But they were an integral part of my college experience and many of my friends' and I enjoyed them in a type 2 fun kind of way.

Asserting that they're not worth it misses the broader picture.

SoftTalker•1h ago
Occasional all-nighters can be fun. We even did them at work back in the dotcom days. I wouldn't do them now, because they don't really accomplish anything. But they can be fun.
downboots•1h ago
Good advice except for recommending cramming before a test or chugging coffee/energy drink. Those can backfire.
didip•1h ago
So many “hot takes” about studying but really it comes down to 1 thing: Are you disciplined enough to have an excellent time management.

That’s basically it.

SoftTalker•57m ago
Paraphrasing a saying that is popular among coaches:

Everyone has the desire to win but very few have the will to prepare to win.

Doing well in school is overwhelmingly about simply having the will to do the work. To read, listen, take notes, study, practice, and review. There's no magic.

randomtoast•1h ago
To me it seems Andrej Karpathy is like the new AI guru. In this post https://news.ycombinator.com/item?id=45619329 he predicted the future of AI a decade ahead. Do not get me wrong, I do think he is very knowledgable on the subject.
tehnub•46m ago
Is guru being used in some special sense here? Cuz Karpathy has been an AI luminary for at least 10 years. This post for instance taught RL to a whole generation https://karpathy.github.io/2016/05/31/rl/.
jokellum•1h ago
> Places with a lot of background noise are bad and have a research-supported negative impact on learning. Libraries and Reading rooms work best.

This was horrible advice for me and caused my a lot of grief for many years wondering why I still couldn't focus.

Nothing against Andrej, part of the reason I hate this advice is that this is very common advice for what your environment should look like. This was advice given by study workshops at my college. I'm sure this works for a decent chunk of the student population.

Quiet places cause me to mentally drift into outer space and I just zone out.

You know what is a great environment? Semi-busy coffee shops + headphones + instrumental music. I'm able to consistently lock in for 4-5 hours. When I go back to my "nice quiet home environment" I get distracted immediately and refocusing is super hard.

Like I said, this is standard advice that works for a portion of the population, but I think this makes a ton of other people in the same boat as me feel lazy/discouraged/unfocused/stupid losers when in reality "nice quiet places" might not work for them.

stared•57m ago
I never visited my professors or TAs during office hours. In retrospect, I see I missed free one-on-ones, not only to ask about assignments or tests, but also to talk about the big pictures, misunderstandings, etc, etc.
marcodiego•41m ago
I have some friends who say that "learning to learn" (the skill and the book with the same title) is key to being successful; specially if you're not a genius. Through my whole life, I met people who seemed nowhere near as bright as me but eventually got to surpass me both in academia and at work. From what I could observe about these people, the main difference was regularity; these people studied or wrote code every single day; they took small steps, but never stopped. Also there was the point of asking for help, not to get the answer, but to find a way out. There's also the "curse of the genius", but I don't think that is the case.

In the moments I was struggling the most in my life, what helped me the most was managing my time and finding ways to work a little bit every day, even if it was only writing down the plan of what I had to do. Pomodoro timers also helped me a lot to "start doing something".

I really think motivational, self improvement, anti-procrastination and studying advice courses should be offered by universities. I'm convinced that regularity and a good study strategy is enough to move even the weakest among the mediocres to attain a doctorate level. I saw some cases like these myself.

_fizz_buzz_•27m ago
I always overestimate how much I can do in one day and I underestimate how much I can get done in 100 days (with the caveat that I have to work on it consistently).
colechristensen•12m ago
I can't pay attention during lectures. Not "this is difficult" but "I cannot keep the sentence being spoken in memory long enough to understand it". They speak too slowly and take large pauses while writing.

I have found no solution for this besides watching recordings at a significantly faster speed, preferably clipping silences.

I have been tested and found explicit evidence of this short term memory deficiency which healthcare providers directly refused to address instead offering childish advice about sleep and self care offering SSRIs as well.

dbacar•9m ago
If you have it in you, none of this will matter, you will find your path anyway.

If you dont have it in you, none of this will matter, you will not be able to do it anyway.

expenses3•4m ago
How am I meant to take this clown's advice seriously when he's the guy who invented vibe coding? Probably has been a net negative for students.

Doing well in your courses: Andrej's advice for success (2013)

https://cs.stanford.edu/people/karpathy/advice.html
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Abandoned land drives dangerous heat in Houston, study finds

https://stories.tamu.edu/news/2025/10/07/abandoned-land-drives-dangerous-heat-in-houston-texas-am...
97•PaulHoule•6h ago•92 comments

Why an abundance of choice is not the same as freedom

https://aeon.co/essays/why-an-abundance-of-choice-is-not-the-same-as-freedom
86•herbertl•4h ago•35 comments

Lost Jack Kerouac story found among assassinated mafia boss' belongings

https://www.sfgate.com/sf-culture/article/lost-jack-kerouac-chapter-found-mafia-boss-estate-21098...
88•rmason•4d ago•53 comments

Improving PixelMelt's Kindle Web Deobfuscator

https://shkspr.mobi/blog/2025/10/improving-pixelmelts-kindle-web-deobfuscator/
70•ColinWright•7h ago•13 comments