How to break into high frequency trading (as a software developer)

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Coding Jesus

Coding Jesus

3 жыл бұрын

Want to work in high frequency trading? Wondering how to land a job in high frequency trading as a developer? Look no further. I'll tell you what you need to become a high frequency trading developer, and what you don't need to become a high frequency trading developer in this video.
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Пікірлер: 187
@jamaltan2582
@jamaltan2582 3 жыл бұрын
TLDR Todo : 1) Learn C++ 2) Learn either C# or python Softskills : 1) Problem Solving - you'll most likely work on your own due to HFT culture 2) Communications - know how to translate trader requirements to feature Misconceptions : 1) You dont need to have trading background 2) You dont need to be maths genius
@p_molnar
@p_molnar Жыл бұрын
you saved me 10 minutes 31 seconds. thanks.
@alipiofernandes1
@alipiofernandes1 Жыл бұрын
You do need to know math and statistics, also a lot of money for some market, like binance
@FvckYourhedge
@FvckYourhedge Жыл бұрын
Thanks 🙏🏼
@marvaff6878
@marvaff6878 Жыл бұрын
@akshaynatu1084 how did you miss the point of what he was saying that much?
@fredysaxo
@fredysaxo 10 ай бұрын
so i need to be a math genius then ? 😅
@isaachartford1535
@isaachartford1535 3 жыл бұрын
Dude I think you've struck gold with this channel, there is a huge gap in content around HFT development at the level of detail that you cover. Massive respect & subbed!
@vrj0
@vrj0 2 жыл бұрын
I have no coding background, I'm a Trader but its absolutely fascination to listen to you. Thank you man!!!
@mildsoup8978
@mildsoup8978 3 жыл бұрын
No sugar coating, no frills, just damn good information. Thank you.
@mildsoup8978
@mildsoup8978 3 жыл бұрын
I suppose not damned... holy...? Wholly...?
@fahrankamili7931
@fahrankamili7931 3 жыл бұрын
I am only 7 seconds in, but after hearing your channel name is called Coding Jesus I immediately subscribe
@SaveTheManuals
@SaveTheManuals 3 жыл бұрын
Everything you said is true. I worked in this field and can confirm. I've enjoyed your videos. Go get em kid 😊 You've got the energy and charisma for it. Subscribed.
@CodingJesus
@CodingJesus 3 жыл бұрын
Welcome, and thank you!
@mrmemer5520
@mrmemer5520 2 жыл бұрын
@@CodingJesus plz make a video like this on quant traders also what they need to learn ,etc
@VineethThungani
@VineethThungani Жыл бұрын
What projects belongs to hft makes resume stronger??? Plz tell....
@VineethThungani
@VineethThungani Жыл бұрын
@@CodingJesus tell about salarys in the different hfts???
@GbZaid
@GbZaid 3 жыл бұрын
Subscribed. Thanks for making the decision to start a channel and make this video. I can't express how appreciative I am.
@MkItReign
@MkItReign 3 жыл бұрын
Awesome video, I didn't realise there is a distinction between a quant and a high-frequency trading developer!
@CodingJesus
@CodingJesus 3 жыл бұрын
:D
@Bittles
@Bittles Жыл бұрын
I really wish you would make more videos, your insight is something the public needs, at least on the internet, for people like me to discover.
@adityarao4157
@adityarao4157 3 ай бұрын
Bro , I recommend everyone to see this video straight to the point no timepass
@jlnbello94
@jlnbello94 3 жыл бұрын
Great video man! Future video suggestion: Could you articulate what the various roles and responsibilities are of quant developers/software engineers for both Hedge Funds and Investment banks? I am trying to do some research online and a lot of it seems a little confusing from an outsiders perspective. Thanks as always!
@CodingJesus
@CodingJesus 3 жыл бұрын
I have a video cocming out soon on does and don't for Jr Developers.
@hunternegron336
@hunternegron336 3 жыл бұрын
Liked the Google and Bitcoin comments :) Entertaining and informative content!
@CodingJesus
@CodingJesus 3 жыл бұрын
Hahahah thanks!
@ayeyo4081
@ayeyo4081 Жыл бұрын
good info, i loved it thank you ! liked and subbed !
@gopalmajithiya1095
@gopalmajithiya1095 Жыл бұрын
amazing content man! kudos to you!
@manueldecara1119
@manueldecara1119 3 жыл бұрын
Amazing video! I think i just found my new favourite YT channel. Thank you so much Coding Jesus! Could you make a video on how to break into HFT as a trader sometime? I know that's not your role but if you have any tips they would be greatly appreciated :). I'm a 2nd year student of Data Science at UCL looking to become an algorithmic trader or market microstructure researcher so these videos on HFT are incredibly valuable (also because they are incredibly rare). Anyways I appreciate your work! U got a loyal subscriber here, keep it going ;)
@CodingJesus
@CodingJesus 3 жыл бұрын
Thanks man, will do
@marvaff6878
@marvaff6878 Жыл бұрын
Did you graduate from UCL? How's it going now?
@AberaGlobalTrade
@AberaGlobalTrade 2 жыл бұрын
Thank you for your wealth of knowledge. Watching g your videos and journaling all the tips you shared has helped answer, so many of my questions that academics seem to generalize. Thanks!
@AlbinoCordeiroJunior
@AlbinoCordeiroJunior 8 ай бұрын
Great video!! very valuable info
@wuyev
@wuyev 3 жыл бұрын
Good video bro, interesting insights.
@CodingJesus
@CodingJesus 3 жыл бұрын
Thanks!
@devanshbhalerao8470
@devanshbhalerao8470 11 ай бұрын
you explained it so well!
@shadi_safari_official
@shadi_safari_official 3 жыл бұрын
Love your content and charisma. 💡
@CodingJesus
@CodingJesus 3 жыл бұрын
Thanks
@relaxcalmdownandfocus9245
@relaxcalmdownandfocus9245 3 жыл бұрын
know c++ secondary language like c sharp and python characteristics 1. communication skills 2. problem-solving 3. being a trader is an additional advantage 4. no need to be good at math but be good at computers
@daymaker_trading
@daymaker_trading 2 жыл бұрын
Thank you so much for your videos
@GChief117
@GChief117 Жыл бұрын
6:22 Really appreciate the insight for this!! I like this
@jarettbragg4589
@jarettbragg4589 3 жыл бұрын
hello coding Jesus. Thank you for shedding insight on to a rather small yet complex world. I was wondering if you could give any advice for a project as a beginner developer with a pga board for beginners?
@CMT-p6q
@CMT-p6q 11 ай бұрын
thank you for sharing, i am a dev, looking into getting into that pace
@vratantgupta8548
@vratantgupta8548 2 жыл бұрын
great video!
@kwabenabampoeadu5036
@kwabenabampoeadu5036 3 жыл бұрын
Great video. Am hoping to land a job in HFT.
@silversurferablaze1
@silversurferablaze1 Жыл бұрын
Nice it was so spontaneous
@madlad4728
@madlad4728 2 жыл бұрын
Subscribed!! I can't believe I didn't come across this channel before. I know that it's a bit different from the things you talk about on this channel, but can you please make a similar video on how to break into the HFT industry as an FPGA engineer? I've just started my career in the VLSI industry in FAANG and I want to transition into the HFT industry into a similar role (like FPGA engineer).
@liftingisfun2350
@liftingisfun2350 Жыл бұрын
He stopped making videos
@rxtechandtrading
@rxtechandtrading Жыл бұрын
Feild proggramable gate array engineers can make ALOT of money if you can access the hardware ur working on to set up a crypto mining rig
@sigmaepsilon4711
@sigmaepsilon4711 2 ай бұрын
never knew the HFT landscape, thanks for the introduction.
@Uche5864
@Uche5864 5 ай бұрын
Hey Coding Jesus I found this really insightful. I’ve a mastery of C# and rust but don’t know where to go from here. The circles to hang around and places to apply thanks
@VisionNine9
@VisionNine9 2 жыл бұрын
Great video
@sidmanazebo
@sidmanazebo 9 ай бұрын
Great video @codingjesus. Question: is the quant industry age biased? Would it be hard for middle aged developers from other verticals to break through?
@NitEz003
@NitEz003 3 жыл бұрын
great !!! enjoyed and loved it .
@CodingJesus
@CodingJesus 3 жыл бұрын
Subscribed?
@NitEz003
@NitEz003 3 жыл бұрын
@@CodingJesus I subscribed long time ago !! 😂 oh may I know how I can email you If I have any Questions?
@LakkOT
@LakkOT 3 жыл бұрын
Good vid man
@CodingJesus
@CodingJesus 3 жыл бұрын
Cheers!
@FvckYourhedge
@FvckYourhedge Жыл бұрын
I freaking love u man
@mayanksoni121
@mayanksoni121 2 жыл бұрын
Thank you for this video. Just like you made a video for books to become a quant trader, can you please make one to become a quant developer?
@altaboy97
@altaboy97 3 жыл бұрын
What are your thoughts on MQL4 and forex trading bots?
@bibekkoirala8802
@bibekkoirala8802 2 жыл бұрын
Hey CJ, what kind of projects help you land the interview?
@walterwangsyd
@walterwangsyd 3 жыл бұрын
I am a software developer for 10 years, I really did what you said: created a bot doing trading crypto and making 7-10% profit monthly for a year (ofc with small fund, the strategy won't apply to large fund). should I turn myself into a trader or quant developer or even run my own trading business, or continue my software developer career and do trading as my side income.
@AntarikshRajkonwar
@AntarikshRajkonwar Жыл бұрын
How did you created a bit which trades crypto profitability? Can you please explain? (6/12/22)
@TheEsotericProgrammer
@TheEsotericProgrammer 6 ай бұрын
2021 probably just held or bought and sold after musk tweets@@AntarikshRajkonwar
@yoy7381
@yoy7381 11 ай бұрын
08:11 Thank u.. T.T it was comforted me a lot..
@financebros7803
@financebros7803 3 жыл бұрын
If you work as a developer at a trading firm- does that mean that you can’t own individual stocks like a lot of other finance jobs? Just curious 🤨 love your videos def subscribed
@CodingJesus
@CodingJesus 3 жыл бұрын
I can own stock.
@RealPostz
@RealPostz 4 ай бұрын
Need C++ Phython or C# as secondary language Other than coding needs Problem solving skills Communication skills Comman misconceptions Need to know trading Need to be good at maths (just know modulus addition subtraction and matrix multiplication)
@deenoyaman3767
@deenoyaman3767 Жыл бұрын
what do the traders who make all the money do or work in their day to day basis at/in high frequency firms?
@jonathonquick2270
@jonathonquick2270 3 жыл бұрын
What do you think about writing in rust?
@soho1080
@soho1080 3 жыл бұрын
CJ.. I found you man. This is what I’ve been looking to do for quite a while now. If you can’t tell I’m itching to get into the HFT space. My C# is solid. I’ll brush up on my C++ in no time. Help me get into a starter project?
@CodingJesus
@CodingJesus 3 жыл бұрын
Book a consulting session
@soho1080
@soho1080 3 жыл бұрын
@@CodingJesus Ok. Talk soon.
@aphroditeshefali490
@aphroditeshefali490 10 ай бұрын
hello @CodingJesus .... can u please help me from where to learn c++ (as i m from tier 3 college and from non cs background)but my goal is to go in one of the hft's ...help me out please , thank you
@alimtanta2934
@alimtanta2934 2 жыл бұрын
But mostly is done is Python instead of C++ what your take on this?
@18bansalaman
@18bansalaman 3 жыл бұрын
Hi! Thanks for a great video. Can you please suggest some open source projects or other resources with which we can learn C++. Also a lot of the Job Descriptions for HFT firms say things like "minimising latency in systems", how can I learn that?
@optimizedpran1247
@optimizedpran1247 3 жыл бұрын
There are a few video Presentations given by HFT firms on this topic.
@crayxt6
@crayxt6 3 жыл бұрын
Going to join an HFT firm as a low latency developer in a few weeks. My points are only applicable to low latency C++ positions and not to quant or quant developer positions. Your first point of attack is to learn computer architecture well and understanding concepts like caches, cache coherence, virtual memory, CPU affinity, branch prediction, how your C++ code translates to assembly, some SIMD as well. Learn operating systems well, with a focus on how Linux implements those OS concepts. Also understand how C++ features work under the hood like memory allocation, inheritance; how the compiler/standard library implements them by reading libc++/libstdc++ source very patiently. These will give you the understanding needed for writing performant code. These are just an introduction, there's lots more to learn, and also one needs to write a lot of code over time to understand these things better. Within C++, a strong understanding of the basics, STL & implementation of STL features, templates (very important), and using them to do compile-time programming, move semantics and perfect forwarding, etc. are also important. Write a lot of C++ too. I was lucky to do internships and full-time jobs all in C++, which helped me the most IMO. Like I said, these are some first-level things to try out. One can learn more concepts like pool allocators to avoid any memory allocation calls in the hot path, libraries like DPDK to learn about writing network code using kernel bypass, a very good understanding of SIMD and CPU vectorization in code using libraries like Intel Intrinsics. These are not tested in interviews for junior and even mid-level hires. SIMD especially might be asked to someone who mentions that on their resume. Some books and resources that I used: 1. Ulrich Drepper's article on "What every programmer must know about memory". 2. Computer Systems: A Programmers Perspective. 3. The Linux Programming Interface. 4. C++ Templates: The Complete Guide. 5. Modern Effective C++. 6. C++ articles by people like Bfilipek, Jonathan Boccara, Rainier Grimm, Arthur O'Dwyer. 7. CppCon talks. Once again, these things are to be done if one is interested in low latency positions. Quant and quant dev positions do not test these and those interviews are very different.
@18bansalaman
@18bansalaman 3 жыл бұрын
@@crayxt6 Thank you so much! I was dying to get this kind of information for so long. I really can't thank you enough for this.
@18bansalaman
@18bansalaman Жыл бұрын
@condingjesus1 HI, Thanks for the offer. Where can I send you the text?
@AntarikshRajkonwar
@AntarikshRajkonwar Жыл бұрын
@@crayxt6 what's the salary in low latency position? Is it as high as a quant trader? Also where did u get the job, can you please mention your linkedin account? (6/12/22)
@aphroditeshefali490
@aphroditeshefali490 10 ай бұрын
hello @codingjesus .... can u please help me from where to learn c++ (as i m from tier 3 college and from non cs background)but my goal is to go in one of the hft's ...help me out please , thank you
@vinitagarwal2634
@vinitagarwal2634 Жыл бұрын
I want to develop a full HFT system and algo trading setup, can you help me in finding good coders who can do work for me
@_jmeg_3436
@_jmeg_3436 2 жыл бұрын
Is it possible to move from a developer role to a trading role? Is that even a thing? 🤔
@vitaliyfranchook5625
@vitaliyfranchook5625 2 жыл бұрын
Why can’t c++ be used for frontend? What about Qt?
@crazyfrogduo
@crazyfrogduo 3 жыл бұрын
What about rust?
@bouzie8000
@bouzie8000 5 ай бұрын
Okay I thought I had it all locked down. But now I'm a little confused. Who is a quantitative developer and how are they different from a high frequency trading engineer? And then who is an algo developer? How are they also different from an HFT engineer? Are algo developers and quant developers interchangeable terms?
@VOLightPortal
@VOLightPortal 3 жыл бұрын
I thought "jumpscares every 10 seconds" 😂
@Tr0b3k1
@Tr0b3k1 3 жыл бұрын
I like this guy.
@CodingJesus
@CodingJesus 3 жыл бұрын
I like you to!
@wuyev
@wuyev 3 жыл бұрын
Do you have a comp sci degree? Also what are your thoughts on the software job market in Atlanta?
@CodingJesus
@CodingJesus 3 жыл бұрын
I don't, I'm self-taught. And I'm not sure, I don't work there. Hahaha.
@wuyev
@wuyev 3 жыл бұрын
@@CodingJesus Oh nice! i tried to get a job as a self taught dev was super hard had one job but got laid off cause of covid. so now im tryna get my comp sci. Idk if you made a video about your journey but if you havent would love to see that
@CodingJesus
@CodingJesus 3 жыл бұрын
@@wuyev I did, "How I learned to code in3 months"
@SatyarthShankar
@SatyarthShankar 4 ай бұрын
okay, the camera shakes too much. But your content is real and based out of experience. So I have decided to only hearing you. Still subbed.
@AB608052
@AB608052 6 ай бұрын
I have some personal projects working on trading algorithms and indicators and etc. Doing it for a professional trader sounds ok, but really where do you learn about hacks? Really pro programmers talk about "working with the hardware", that's what I would love to know. Where do you go to understand this machine enough to feel you have your bearings correct when it comes to things like theft? That's a lot of money
@GChief117
@GChief117 Жыл бұрын
6:54 Thus spoke Coding Jesus
@elitecoder955
@elitecoder955 2 жыл бұрын
Can a person working in HFT switch to Faang ? What if I want to do something else after a while what will be the options ?
@Cool-ss7ph
@Cool-ss7ph 16 күн бұрын
Obviously, you can, and after working at an HFT, you will have even better chances of switching.
@JudePhilips
@JudePhilips 2 жыл бұрын
Do I need a degree as a self-taught developer?
@ibexy
@ibexy 3 жыл бұрын
I laughed out loud over the Google description. Do they actually bond over lettuce salad?
@clubni8885
@clubni8885 3 жыл бұрын
ewww lettuce, no Kale only
@eeeee49976
@eeeee49976 Жыл бұрын
how to become proficient in c++, is only leetcode enough ?
@SameerKhan-fw3io
@SameerKhan-fw3io 4 ай бұрын
We need some information about trading?
@ganeshsrivathshavaburri
@ganeshsrivathshavaburri 10 ай бұрын
from being "those" traders to "that" trader ...nice
@KevinNguyen-wk1tj
@KevinNguyen-wk1tj 3 жыл бұрын
Sees channel name. Proceed to watch video. Subscribes.
@gumballpubg9137
@gumballpubg9137 7 ай бұрын
First time I saw this channel name . I wonder what Lord will teach me
@efexzium
@efexzium Жыл бұрын
What about C#?
@apoorvkapoor5780
@apoorvkapoor5780 3 жыл бұрын
Coding Jesus can you please send me some material to prepare I have my placements in some days It would mean a lot stay safe & stay healthy
@CodingJesus
@CodingJesus 3 жыл бұрын
Prepare for what?
@apoorvkapoor5780
@apoorvkapoor5780 3 жыл бұрын
@@CodingJesus HFT interviews as a whole. Because I am going again pure CS branch candidates. Thanks and Regards
@dozeyy
@dozeyy 3 жыл бұрын
I'm 7 nanoseconds in and can only hear slow frequencies rumbling through my speakers.
@DebateSunday
@DebateSunday 3 жыл бұрын
Any age limit for mid-career switch to be a developer for HFT firms? I'm currently a network engineer in my mid-40s. Am i too old for a junior developer role in such firms?
@CodingJesus
@CodingJesus 3 жыл бұрын
Give DevOps a think.
@DebateSunday
@DebateSunday 3 жыл бұрын
@@CodingJesus should i still carry on learning C++ if i try DevOps instead?
@alipiofernandes1
@alipiofernandes1 Жыл бұрын
If you have some money, you can just make your own company. Don't need to be HFT company.
@aminedhaouadi8688
@aminedhaouadi8688 2 жыл бұрын
Do you need a CS degree?
@kuntaldey4471
@kuntaldey4471 Жыл бұрын
1. C++ with data structures and Algorithm 2. Python What else, do we need to become Quantitative Developer like Coding Jesus?
@kuntaldey4471
@kuntaldey4471 Жыл бұрын
What else, do we need to learn other than soft skills?
@idan5323
@idan5323 3 жыл бұрын
I have a question. Why don’t those programmers run the algorithms they write by their own? Why doesn’t it work like that?
@alipiofernandes1
@alipiofernandes1 Жыл бұрын
You need money...
@fuhat1040
@fuhat1040 2 жыл бұрын
got any books to learn this since I'm making a web scalpper with beafuial soup or bs4
@fuhat1040
@fuhat1040 Жыл бұрын
@Sabiu Ibrahim ??
@dave0811
@dave0811 Жыл бұрын
Why C# instead of Java?
@lvl-lvl
@lvl-lvl 3 жыл бұрын
is this the same as a quant dev? Or is he talking about infrastructure?
@CodingJesus
@CodingJesus 3 жыл бұрын
Same as Quant Dev
@efexzium
@efexzium Жыл бұрын
Or F#?
@antianti4331
@antianti4331 2 жыл бұрын
Coding Jesus, is it possible to break into HFT industry as a mathematician, without having much knowledge of programming?
@alipiofernandes1
@alipiofernandes1 Жыл бұрын
You need to learn advanced python and c++.
@antianti4331
@antianti4331 Жыл бұрын
@@alipiofernandes1 I already made it, but yes, you are absolutely right especially about c++.
@mouneydonuru2769
@mouneydonuru2769 Ай бұрын
​@antianti4331 it's awesome that you made it! Can you share any tips? What topics did you grind on majorly in math and c++?
@HiPh0Plover1
@HiPh0Plover1 3 жыл бұрын
do traders exist in HFT ?
@CodingJesus
@CodingJesus 3 жыл бұрын
Go watch my video on breaking into Quant Trading as a trader.
@konradbachusz5029
@konradbachusz5029 3 жыл бұрын
Coding Jesus do you work in high frequency trading?
@JA-vt1mh
@JA-vt1mh 3 жыл бұрын
Great job! Could you please say if a CS degree is enough to get a job? And by the way I'm dealing with embedded stuff, which indeed requires low level programming(C/C++) and understanding of how cpu and hardware in general works. With that in mind is it safe to say that a switch from my field to HFT would be relatively easy. I don't know how finance works though xD
@CodingJesus
@CodingJesus 3 жыл бұрын
Need a CS degree? No. I don't have one. You are in a field that is more transferable. The finance you learn on the job, or maybe ask the firm you'll work with for resources.
@davontawilliams3958
@davontawilliams3958 2 ай бұрын
What about as an investment banker ?
@CodingJesus
@CodingJesus 2 ай бұрын
Investment bankers don’t work in high frequency trading.
@ishaananand4779
@ishaananand4779 3 жыл бұрын
Todo : 1) Learn C++ 2) Learn either C# or python Softskills : 1) Problem Solving - you'll most likely work on your own due to HFT culture 2) Communications - know how to translate trader requirements to feature Misconceptions : 1) You dont need to have trading background 2) You dont need to be maths genius
@learning_with_irving4266
@learning_with_irving4266 9 ай бұрын
Is that you, Y3shua?
@nimrodel3924
@nimrodel3924 3 жыл бұрын
Bruh, got dizzy from moving around.
@CodingJesus
@CodingJesus 3 жыл бұрын
Ill spin around less next time Hahah
@Times397
@Times397 3 жыл бұрын
You look identical to UFC fighter Johnny Hendricks in this vid
@jasperclement6320
@jasperclement6320 Ай бұрын
“People at google like getting in a circle and talking about their fluffy socks and browsing Reddit and bonding over eating kale salads” bro wtf?
@pradyumangahlawat6602
@pradyumangahlawat6602 Жыл бұрын
how about R instead of Python, Jesus
@ForeverNils
@ForeverNils Жыл бұрын
1:28 why C++? why not good old plain C?
@NavdeepVarshney-ep4ck
@NavdeepVarshney-ep4ck 3 ай бұрын
There is no more difference between speed of c and cpp , but cpp give u concept of oop and create things understanding and ease .
@spinLOL533
@spinLOL533 3 жыл бұрын
7:00 LMAO
@CodingJesus
@CodingJesus 3 жыл бұрын
:D
@topsilog2236
@topsilog2236 3 жыл бұрын
Fron coding jesus to coding mohamed haha
@CodingJesus
@CodingJesus 3 жыл бұрын
Lmao, I can change forms.
@topsilog2236
@topsilog2236 3 жыл бұрын
@@CodingJesus im waiting for coding buddah..haha
@CodingJesus
@CodingJesus 3 жыл бұрын
@@topsilog2236 Coding Confucius 🙇
@driziiD
@driziiD 6 ай бұрын
google is not collectivist...its actually famously individualistic
@confirmhandle
@confirmhandle 2 жыл бұрын
So much money, so little razor
@kobe248ryant
@kobe248ryant 2 жыл бұрын
You lost me when c++ comes into the picture.
@user-or7ji5hv8y
@user-or7ji5hv8y 3 жыл бұрын
But are the strategy automated, so why are there traders?
@CodingJesus
@CodingJesus 3 жыл бұрын
Most firms are not entirely quantitative. Traders control and adjust the strategies executed via parameters, while also doing manual trading.
@davidcorona644
@davidcorona644 Жыл бұрын
GoLang + Python > C++
@alexch3618
@alexch3618 Жыл бұрын
heh. how are you going to implement a black scholes differential equation with only knowing addition/subtraction/multiplcation/division/ and matrix math? This is all ridiculous. You can't even verify that what you've written is correct.
How much money do quant developers make?
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