AI Engineer Roadmap - How to Learn AI in 2025

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  • Опубліковано 10 лют 2025

КОМЕНТАРІ • 135

  • @LunarTech_ai
    @LunarTech_ai 5 днів тому +41

    Thank you for another great collaboration @Beau and @FreeCodeCamp! Hopefully this will bring more clarity to all aspiring AI Engineers 👩‍💻

    • @definitelynotabot01
      @definitelynotabot01 2 дні тому

      A defeatist attitude that gives too much credit to current cabilties

    • @LiChen-e7y
      @LiChen-e7y 2 дні тому

      @@definitelynotabot01 Not sure what’s ‘defeatist’ about providing clarity. This roadmap is one of the most structured I’ve seen-actually breaking things down from foundational topics all the way to RAGs and LLMs, instead of the usual vague ‘you need math, stats, and ML’ fluff that tells you nothing practical. If anything, it gives aspiring AI engineers a real, step-by-step understanding instead of throwing them into the deep end with hype and unrealistic expectations. But hey, if you’ve got a better, more detailed roadmap, I’d love to see it.

    • @definitelynotabot01
      @definitelynotabot01 День тому

      @LiChen-e7y This reply was meant for @sabrigasmi4679 's comment, not sure how it ended up under this one lol
      3 days ago

  • @gaming_hacker3215
    @gaming_hacker3215 3 дні тому +17

    1) high school maths
    2) data science
    3) machine learning
    4) deep learning
    5) python
    6) generative AI
    7) LLM
    8) prompt engineering
    9)RLHF
    10)RAG
    11) Evaluating & optimizing
    12) Ethics

  • @Ukc892
    @Ukc892 5 днів тому +60

    Many people recently jump into conclusion of being an AI engineer just because it's a hot topic right now and definitely future of CS but they don't realize that it's not an entry level thing and you need some prior skills or experience. Thanks for clarifying in this video.

    • @dekev7503
      @dekev7503 4 дні тому +2

      You’ll really need a graduate degree

    • @UmmeKalsoom-g8x
      @UmmeKalsoom-g8x 4 дні тому

      Bro please tell me what are the skills I need to grab on before moving into it

    • @smanqele
      @smanqele 3 дні тому +4

      @@UmmeKalsoom-g8x Well, she said its an amalgamation of Software Engineering, ML and Data Science. Most people specialise in just one of these topics, so when you need to combine them it means you need to be starting from any of them and moving on. You just need prior skills in any of these topics

    • @aaronaBio
      @aaronaBio 5 годин тому

      @@dekev7503 graduate degree != competent or highly skilled in the field
      But having a graduate degree to show some sort of credibility to employers is understandable. If you don't have the money for a degree or later, I don't think you should stress out. Just learn the valuable skills in the field and build high impacting projects/products that people find highly useful. You might end up being an employer rather than looking for one to work for.

  • @JoshCousteau
    @JoshCousteau 5 днів тому +32

    Thanks for the video. I have 25 years in IT security and networking. Wanted to move to AI and after watching this video. Seeing all of the math requirements will not make this possible. I have been out of college for 25 years and forgot all of my math skills. By the time it takes me to retake all of the algebra, stats, calculus 1 and 2, I will be dead.

    • @davesomeone4059
      @davesomeone4059 5 днів тому +2

      What are you afraid of, i've never learned math but I still use it all the time.

    • @codedealers7501
      @codedealers7501 4 дні тому

      Try mathacademy. I havn't done maths since school but they have a track to get you from school to university level. I dont think it will take more than a year

    • @dainelgarciga9814
      @dainelgarciga9814 4 дні тому +6

      Oh no, not at all, that's a misconception. You only need to know a fraction of the mathematical foundations of AI to start doing very valuable things in practice. It's like, for example, when an electrician has to carry out a good electrical installation and doesn't necessarily have to know Maxwell's laws in detail.

    • @dunai2012
      @dunai2012 4 дні тому +1

      AI is not a fancy tech it IS very math though

    • @jimpim6454
      @jimpim6454 4 дні тому

      All that should only take a few months if you aren't at like kindergarten level math

  • @mansonnanson8294
    @mansonnanson8294 4 дні тому +14

    Why, it's not hard at all! I'll have these under my belt in no time. One or two decades and BAM! From flipping burgers to AI engineer!

  • @muhammadbalabello1203
    @muhammadbalabello1203 5 днів тому +5

    I am really impressed by this. The video content is excellently in harmony with the video title. Thank you!

  • @NasheedNexus
    @NasheedNexus 5 днів тому +7

    Great Content
    Excellent Video for End To End Roadmap for AI Engineer

  • @Technet-00
    @Technet-00 5 днів тому +8

    These kind of Videos are what makes this channel my Number 1 priority.

  • @BimalBk-o3g
    @BimalBk-o3g 5 днів тому +8

    It'll be so easy for us if we get a pdf of roadmap for AI engineering.Could you please provide?

  • @askminrui
    @askminrui 4 дні тому +4

    Very nice. I didn't know transformers was so adavnced. I was trying to teach my son this summer, maybe hooked wait until later.

    • @johnnycincocero
      @johnnycincocero 4 дні тому

      @@askminrui Yep, they're more than meets the eye!

  • @1niw
    @1niw 2 дні тому

    thank you. it was very elaborate and comprehensive underlying the importance of data preparation and ethical standards in ai engineer job role.

  • @kprenesti
    @kprenesti 5 днів тому +2

    Exactly what I was looking for. Thank you!

  • @Ukc892
    @Ukc892 5 днів тому +3

    Was exactly looking for this topic related video. Looked like freecodecamp learned my brain😅

  • @phost9011
    @phost9011 4 дні тому +14

    I'm overwhelmed from just taking notes on what I have to learn, I could have been good to have a visual help on the video.
    But still, thank you for this roadmap, It give me a long term goal for my career.

    • @andreroodt4647
      @andreroodt4647 4 дні тому +5

      Copy the transcript and ask your favourite AI to summarise it for you.

    • @aashishprajapati8747
      @aashishprajapati8747 3 дні тому

      ​@@andreroodt4647 how to copy transcripts ? It is not showing any option for copying it. 😢

    • @MadhuryaTelang
      @MadhuryaTelang 2 дні тому

      @phost9011 Can you share the notes if you have it digitally and can easily copy paste it here? It will be really helpful. Thanks

    • @phost9011
      @phost9011 2 дні тому

      ​@@MadhuryaTelang sorry, I did it in a diagram format with embedded video and others link and I'm still not satisfied by the result. Not really the kind I can copy paste. Plus it's half french xD
      But in fact it's not hard to do, just messy.
      I'm obsessed by diagrams and way to optimize the way to take and communicate technical information efficiently, so I tend to experiment a bit too much, it's really messy, I don't like to show the result now.

    • @MadhuryaTelang
      @MadhuryaTelang 2 дні тому

      @@phost9011 No problem mate. I’ve gone through the video and made a rough roadmap for myself. Kinda surprised by how much stuff I already know xD. Thanks anyway and good luck for your ai journey.

  • @UltimateHobbyCoder
    @UltimateHobbyCoder 5 днів тому +35

    Thanks a lot! Was just starting my journey as a 14yr old in AI

  • @imrannazir6931
    @imrannazir6931 5 днів тому +5

    A careers talk from the school counselor, aunty Tatev.

  • @Abdulrahmanragab3034
    @Abdulrahmanragab3034 3 дні тому +1

    Great, very insightful ❤

  • @MH-xv9ps
    @MH-xv9ps 5 днів тому +1

    Thank you . This is a nice summary to check on

  • @dennisteichert6968
    @dennisteichert6968 5 днів тому +1

    Thank you so much for this Video.

  • @dekev7503
    @dekev7503 4 дні тому +7

    Don’t be fooled, this stuff Is not something that most folks can learn self taught from scratch, you’re gonna need at least a masters degree ( probably a PhD if you want to get a job) in CS, Math, Engineering/Stats, etc.

  • @Khadi-C
    @Khadi-C 5 днів тому +5

    The organization featured in this video runs an AI Engineering bootcamp. Enough said.

  • @Sadikshah099
    @Sadikshah099 4 дні тому

    Very deep roadmap. Thank you 🙏

  • @Tarsun19
    @Tarsun19 5 днів тому +2

    thank you soooooooooooo much

  • @SyntroGro
    @SyntroGro 5 днів тому +3

    Awesome video

  • @ravalik2103
    @ravalik2103 5 днів тому +1

    Thanks for posting

  • @GrahamBrook
    @GrahamBrook 4 дні тому

    I’m going to need lessons on this project

  • @mohamedouedraogo3831
    @mohamedouedraogo3831 5 днів тому

    Honestly, I want to meet and learn code from this guy, he is so inspiring.

  • @ujjwalshikhar7842
    @ujjwalshikhar7842 5 днів тому +5

    First its not easy to break into any kind in AI engineering post just by videos trust me , I am currently a first year Phd student I can tell you 90% of the people will not even get entry lvl positions

    • @TheYou1483
      @TheYou1483 3 дні тому

      Totally agree it's good if you want to learn about this stuff as a hobby only, but to get an actual job in this field you'd need lot more.

  • @edwindrood2816
    @edwindrood2816 3 дні тому

    This was helpful

  • @GrahamBrook
    @GrahamBrook 4 дні тому

    Thank again

  • @thenormalman2030
    @thenormalman2030 5 днів тому +1

    bro you've got to be kidding me, hahhahaha I was just looking where to start a roadmap for AI Engineer

  • @medoxcharm4561
    @medoxcharm4561 4 дні тому

    Hey bro can you please create a full course about Scylla db and Axum framework

  • @sabrigasmi4679
    @sabrigasmi4679 3 дні тому +1

    More seriously, it reminds me of the trend of becoming a data scientist. You need to be good at a lot of things. It was the sexiest job of 2020. Now, you have all the Python libraries, and there are many jobs that pay more with fewer skills. If you are passionate about AI and absolutely want to get training, that’s great. But if you just want to earn a lot of money, there are other easier paths.

    • @shahbazAli-bh6fs
      @shahbazAli-bh6fs День тому

      Bro tell me if a person want to earn a lot of money so should he learn ai or something else

    • @shahbazAli-bh6fs
      @shahbazAli-bh6fs День тому

      Bro tell me if a person want to earn a lot of money so should he learn ai or something else

  • @jaskarandhaliwal7499
    @jaskarandhaliwal7499 3 дні тому +2

    I just recently graduated from my degree in Economics & Financial management and I didn't realize how closely related econometrics and AI truly are.

  • @LubulaChikwekwe
    @LubulaChikwekwe 3 дні тому

    I love you guys

  • @GovaGova-sh8kv
    @GovaGova-sh8kv 5 днів тому +1

    Thank u i need for deep learning

  • @SomeoneBatis
    @SomeoneBatis 2 дні тому

    Hi guys
    What are the best universities for studying AI Engineering

  • @TupacUS711
    @TupacUS711 5 днів тому +4

    You would required to have the following skills to be considered an AI engineer, mathematics, statistics, Python, C++, some programming libraries, AI tools knowledge.

  • @etcetc3800
    @etcetc3800 4 дні тому +1

    Is there a benefit of this though? AI will also replace AI engineers wouldn't it

    • @mansonnanson8294
      @mansonnanson8294 4 дні тому +1

      Not the senior ones. Only the junior ones. Which is what you have to be in order reach the senior role. See what's going on here? The job market is changing in such a way that you will only have a job if you spend your own time becoming an expert. Yeah. The future does not look bleak at all.....

  • @mustafayazlmc3973
    @mustafayazlmc3973 5 днів тому +1

    In the picture i thought it was sundas Khalid its also data science

  • @SumerHussain-u9y
    @SumerHussain-u9y 3 дні тому

    Why don't you creat a course for no prior programming experience to AI engineer, covering python data scientist and ml and ai in one place or structured

  • @Hamzairshad5
    @Hamzairshad5 4 дні тому

    Please add subtitles

  • @AKASHSAHOO-gc7px
    @AKASHSAHOO-gc7px 4 дні тому

    Btw miss is it possible to become ai engineer if i suck at math 😢

  • @rezasiros
    @rezasiros 4 дні тому

    AI or Offensive security???

  • @santhosh6833
    @santhosh6833 4 дні тому

    I'm currently in my final sem of BCA. I know little of python,java and javascript. I don't know what to do next?
    Someone suggest me what to do..

  • @TheStevoth
    @TheStevoth 5 днів тому

    I don't think that people can create unicorns. They are mythical creatures.

  • @curiousskeptic
    @curiousskeptic 4 дні тому

    The AI Engineering Field is moving too fast for any of us to keep up
    Specialize in one of the sub fields so well to a specific domain instead of being a Generalist
    For Example:
    Graph Based Deep Learning for Biological Data Multi Omics
    Or
    Financial Records with Time Series Data

  • @tamberlame27
    @tamberlame27 4 дні тому

    If we ever get to AGI I wonder what IQ would AI have

  • @sabrigasmi4679
    @sabrigasmi4679 5 днів тому +78

    I think it’s too late, AGI will replace you before you finished your training 😅

    • @GetSoulevity
      @GetSoulevity 5 днів тому +23

      By following this, you could become a contributor to the creation of AGI

    • @Gaak967
      @Gaak967 5 днів тому +9

      You know nothing.

    • @neji-hyuga-
      @neji-hyuga- 5 днів тому +2

      No one said there cannot be multiple AGI. And not everyone needs AGI for that one thing they need a solution for

    • @Ukc892
      @Ukc892 5 днів тому +11

      Buddy still on 10 year old jokes about AI

    • @musical_touch.
      @musical_touch. 5 днів тому +4

      Is not a job like others who dev, this is developing ai, ai engineers are backbone of building ai, agi comes when ai engineers implement just like adv ai. In simple agi exists if ai exists. Like you said agi will replace that would take a decades time .

  • @Ricosorichh
    @Ricosorichh 5 днів тому

    Cool

  • @leonardos2925
    @leonardos2925 День тому

    I miss the background songs.

  • @user-hq8wm8giyujcg
    @user-hq8wm8giyujcg 5 днів тому

    Course on Robotics

  • @user-hq8wm8giyujcg
    @user-hq8wm8giyujcg 5 днів тому

    Separate course on data science

  • @GrahamBrook
    @GrahamBrook 4 дні тому

    Bloomberg

  • @GrahamBrook
    @GrahamBrook 4 дні тому

    Google drive privarsy policy

  • @HackMaxy
    @HackMaxy 4 дні тому +1

    Basically go college lol

  • @the_artbreather
    @the_artbreather 5 днів тому +1

    First 🎉

  • @adamkelly6264
    @adamkelly6264 4 дні тому +1

    unsubscribed because you wont stop pushing this AI slop

  • @GrahamBrook
    @GrahamBrook 4 дні тому

    B I c s ldistingtion level1 level 2 industrial cleaning manufactures specification

  • @AlgoNomad
    @AlgoNomad 5 днів тому

    Top comment is gai or agi :)

  • @muhammedendesutku2714
    @muhammedendesutku2714 3 дні тому

    ai girl teaching us ai

  • @HumanitytoSurvive
    @HumanitytoSurvive 3 дні тому

    More AI training, more faster joblessness before you finish your course!

  • @Thee-_-Outlier
    @Thee-_-Outlier 5 днів тому

    Job ready a.i engineer = anybody with a pulse..literally anybody

  • @sushilsharma1621
    @sushilsharma1621 День тому +1

    Blah Blah Blah......Pure marketing video.....setting stage to sell online course?

  • @romanivanov6183
    @romanivanov6183 4 дні тому

    Looks like 55 min ad. Dislike

  • @siddhanush2998
    @siddhanush2998 5 днів тому

    9th view 😁

  • @hihoi2090
    @hihoi2090 3 дні тому

    I don’t believe in you because you look gorgeous, the real engineer look like linux user.

  • @tenamsb686
    @tenamsb686 5 днів тому +1

    I bet melon musk is unhappy with the release of this video..

    • @jimpim6454
      @jimpim6454 4 дні тому

      I really don't think he is ? Why would he be? 😂

  • @themydnighthour
    @themydnighthour 5 днів тому

    She's my dream girl.

  • @andrews4379
    @andrews4379 4 дні тому

    AI will learn AI in 2025.. dont learn