How I'd Learn AI (If I Had to Start Over)

AI Learning Roadmap (Notion) 👉 tinyurl.com/2m5bcyyv
AI Learning Roadmap (PDF) 👉 tinyurl.com/3hdjnbaa
🔑 TIMESTAMPS
================================
0:00 - Intro
1:08 - Why should you learn AI
2:20 - Low code / No code approach
3:26 - Programming (Python)
5:09 - Git
6:16 - APIs
7:03 - Neural networks
8:56 - Neural network architectures
10:08 - Text embeddings & vector store
10:38 - Real-world projects
11:52 - Mental models & specializations
13:56 - Extra resources
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================================
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================================
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#gpt #ai #datascience #ThuVu #dataanalytics

[@NickLeeds]

I am starting over and starting with AI at age 49

[@Ghost_Bear_Trader]

You and me both brother.

[@kimparco5973]

Thanks God I am not alone, planning to start to build AI at age of 47.

[@declankiernan1970]

50s here and starting into AI we are not alone.

[@Msfire_sa]

We are all together. I am 39 and im an apprentice again. Good luck to us all❤

[@jeffersonolmert4389]

I’m 49 too! I’m really excited about learning more about AI 🤘🤖🤘

[@pierretetreau7497]

Starting over at age 59..

[@blackswann9555]

❤

[@sharpsrain8302]

Badarse🙏

[@jmy797]

Nothing late some guys asking their age around 20 's,is it too late for me believe me it is late for them if they have no brain but if you are over 60 's it will not be late ,if you are smart and like it...

[@YashArya01]

0:00 - Intro 1:08 - Why should you learn AI 2:20 - Low code / No code approach 3:26 - Programming (Python) - Python fundamentals: Data Types, Data Structures, Conditionals, Object Oriented Programming - IDE: Visual Studio Code, PyCharm, Jupyter Notebooks - Libraries: NumPy, Pandas, Matplotlib, SpaCy, LangChain 5:09 - Git 6:16 - APIs - API Request and API Response (to use, say, ChatGPT API) 7:03 - Theoretical Fundamentals of AI - Machine Learning, Deep Learning (Neural Networks), Computer Vision, Natural Language Processing, Reinforcement Learning - AI ⊃ ML ⊃ DL ⊃ Generative AI ("⊃" means superset) - Since these days AI/ML is mostly based on Neural Networks (DL), you can directly jump to that to save time and then learn other broader ML/AI concepts along the way. 8:56 - Neural network architectures 10:08 - Text embeddings & vector store 10:38 - Real-world projects 11:52 - Mental models & specializations 13:56 - Extra resources

[@jeanneleung7953]

Thanks a lot.

[@quangphu1912]

It's a very comprehensive and thoughtful roadmap to learn AI, Thu. Appreciate your research and efforts to put together such a great guidance with lots of useful information. 👍🏻

[@imature3971]

Truly appreciate the clarity and simplicity of your presentation! Very valuable. Thanks :)

[@TheNisiu]

You are such a BADASS!!! I LOVE how thorough & well researched you videos are! Thank you so much as usual for so diligently sharing your knowledge!!!

[@LukeBarousse]

Love that you are focusing on the fundamentals for this! I feel learning Python is just as important as ever in the advent of all these AI advancements recently

[@Thuvu5]

Indeed! Coding might be more high level and look different in the future but it will still be an important skill!

[@ireneuszpyc6684]

@@Thuvu5how come A.I. is only being developed in America (and not in your native Asia)?

[@ricardolgrj]

This video is INCREDIBLE! It should be watched by any IT professionals in 2024. It is amazing how a new world is open for us, similar to what happened in mobile development back in 2010. There is so much non-sense noise in the media and even with IT content creators that we get lost in the true value behind all this. Thank you so much for sharing this. I want everybody in my network to see it.

[@LO3.]

I love how you tell us what to learn in specific

[@wanerren4942]

Thank you for sharing in such easy-to-understand way. Love your voice too! Keep up the good work!

[@bladeveescious3282]

Thank You Thu. For providing such a wealth of experienced information. Thank You for all the hard work , putting the PDF together and posting it, for us. We appreciate it very much! I'm avid note taker Myself. So I know the effort it takes to generate effective notes. My current research centers about Web Dev Technologies. Quickly I've realized how AI, LLM's, NLP Etc. have become an integral part of all development. The AI Technology Explosion is daunting for sure. Especially for those of us who are new to it. In my age group, I can't tell you the number of times I've heard, "Oh that's beyond me" "All that Tech., stuff. I don't understand it." "No I haven't tried the AI Chat Bots, that's way over my head" ... Well It's NOT, Let us not limit ourselves. I'm retired now, still learning, still researching. I'm an older IT-Person. In my career, I was more centered on Network administration. But I'm still inquisitive of new Tech. My name is Wil. I love your Channel. Best Wishes... Many thanks ;-))

[@ritaadesina733]

This is very inspiring. A proper dissecting of AI beyond the continuous magic that we are often told that it does. Interesting Perspective too on the various areas of AI niche specialization. Thank you!

[@skane3109]

Wow. This is pound for pound the best introductory overview to AI for someone looking to fast track their entry into the field from a non or limited technical background

[@Thuvu5]

Thank you so much! Glad it was helpful! 🙌

[@fukkoff2024]

Do you have a degree in CC?​@@Thuvu5

[@marko5937]

Excellent video, Thu! Thank you for preparing this - well done!

[@omari296]

As someone that is far down the path of my AI learning journey I can 100% vouch for the this roadmap. I wish I would have seen a roadmap like this earlier. Many of the roadmaps I saw at the beginning of my journey failed to mention important topics like git and APIs. APIs are a particularly important topic to cover if you want to build more sophisticated projects. Keep up the great content!

[@shobhitagnihotri416]

How can I learn API , I am an aspiring data scientist

[@Thuvu5]

Thank you! Really appreciated this 🙌

[@ybmzybmz2863]

hello , iam 31 years old , how much times took to learn AI , you have good background on this field , thanx :)

[@someone98764]

@@shobhitagnihotri416 You could learn a bit about software developed to make APIs use/creation easier (like Postman) which might hand hold you a little more if you're really only interested in the API interaction. However, more likely you need to first learn whichever programming language you want to use (I guess Python, though you might want to think about R for data science still) so you can extend knowledge of that language to making API push/pull requests. This is really the key thing here - "learning APIs" just means understanding the main principles and request structures as, guess what, every App's API is different, and you will need to read up on the specifics of how to call each individual one. Once you're comfortable with a programming language I would pick a web service that is well known and has loads of documentation (E.g. you can use Google's API to pull/update data from Sheets) and then gradually write some code that can fetch data, do something with it and return it.

[@hohinho452]

This is simply the most comprehensive and valuable AI Roadmap video I've ever seen! You're truly amazing.

[@Thuvu5]

Wow, thanks a lot! Glad it was helpful 🤗

[@SIRBACONN]

Love your videos and how enthusiastic you are about AI and analytics, keep it up!

[@prasad_create2687]

i was so scared of writing program or code as i m a mechanical engineer but watching and following your portfolio projects has eased my introductory joutrney in it and i was surprised that i liked generating diff visuals and analyze them. Thank you so much. i'll remember you as my first data science teacher. :)

[@wolfgangley2598]

Fifty years ago I received a degree in electrical engineering. Now, AI is giving me wings

[@akina1053]

THANK YOU SO MUCH for these insights ! They're very useful. Prepping in Python and Data Science Basics before applying for a vocational school!

[@applepeel1662]

Absolutely love your presentation and your clarity on these topics. Thank you so much for this!

[@Thuvu5]

Aw that means a lot! Thanks for watching and commenting 🤗

[@junepark1003]

This video and the PDF are amazing! Thanks for the helpful content as usual.

[@MrLightweb]

You DONT learn AI, the AI learns YOU!

[@korntron]

Really exceptional video! As someone who worked with old fashioned backprop nets in the 90’s and then got side tracked with work, this vid is the perfect jumpstart to get back into this tech. Thanks!

[@Thuvu5]

That’s awesome! All the best and happy new year!

[@MataioNBO]

This has been super helpful, thanks for sharing so generously and eloquently.

[@Cedar-lg5ct]

Can't wait to start learning! Thankyou for this video!!

[@jbzeigler]

I love being provided with the .pdf so I can stop hitting pause, taking notes and turning this into a longer ordeal. Thank you!!

[@aspcia]

Thank you so much! I have had a few ideas that I've never really considered because it seemed out of grasp since computers has just been a hobby, but as I've been looking more and more into AI I realized that it's in my reach with a bit of study and effort. So I've been wondering where to start with everything moving as quickly as it does, and this video was perfect.

[@DavidKestler]

Thank you for posting this. Digging into one of the recommended courses, and it is free even. Amazing. Thanks again.

[@chreinvent7167]

Marvellous "if I had to start Over". Excellent DS Intro!!

[@user-pe3by3bc4e]

This is the best inteo video to AI I have seen. Excellent work! 🎉

[@firelunamoon]

Thank you so much for this excellent overview. Love your videos!

[@tikarai4060]

This one is really informational and appreciated video, so much encouraging. I took a Machine Learning class as MS Civil Engineering elective. Knowledge of conditional probability helped me learn better. I enjoyed plotting Decision Boundaries. Thank you so much Madam🎉🙏🏅🌾💯 You are the best!

[@ranzRanzable]

Thank you for the video! You have consolidated the breadth of AI and how to start on this journey very well. This is giving me confidence that I am heading in the right direction

[@Jonathan-rm6kt]

Hi! Like your video, great tips. I would personally add one thing to either the foundation or theory areas on the roadmap, which would be design patterns. LLM-based packages by nature, are very abstract and are a headache to debug or build much beyond the scope of a simple tutorial unless you know how to quickly navigate the entire code base and understand what all the components are doing.

[@digigoliath]

WOW, thanks for sharing your awesome Notion Roadmap resource. I love Notion!!!

[@rafaelvesga860]

Very clear, precise and complete. THANK YOU!

[@the_pirate]

Thank you for making such a great informative video, I learned many things from this today. Keep up the good work.

[@digigoliath]

I will certainly follow your fantastic channel for your valuable content & updates. AI has levelled the playing field so it is going to be an exciting exploratory learning journey. Thank goodness we have you to guide us in our quest.

[@Thuvu5]

Thank you so much for your kind words! Best wishes to you in 2024!

[@abdelhaibouaicha3293]

📝 Summary of Key Points: 📌 The video provides a roadmap for individuals interested in learning and working with AI, emphasizing the rapid pace of change in the field and the abundance of open-source tools and models available. 🧐 Learning the basics of programming, particularly Python, is recommended, along with understanding essential libraries and version control. Knowledge of APIs is crucial for communication between computer programs. 🚀 Gaining a high-level understanding of AI and its subfields, especially deep learning, is important. Neural networks and their concepts, such as forward propagation and backpropagation, are explained. 🚀 Understanding how foundation models underlying AI are trained through unsupervised processes, such as text embeddings, is highlighted. Building projects and sharing them is encouraged for hands-on experience and learning. 🚀 Developing mental models around AI and potentially specializing in a specific area within AI is suggested. Exploring overlooked topics like advanced prompt engineering, AI security, safety research, and regulations is recommended. 🚀 Continuous learning is emphasized to keep up with the fast-changing field of AI, and viewers are encouraged to subscribe for future content on data science and AI. 💡 Additional Insights and Observations: 💬 "Companies are increasingly looking to implement AI solutions to solve specific problems." 💬 "AI models still have many issues that need to be solved, such as reliability, stability, and biases." 📊 No specific data or statistics were mentioned in the video. 🌐 No specific references or sources were mentioned in the video. 📣 Concluding Remarks: The video provides a comprehensive roadmap for individuals interested in learning and working with AI. It emphasizes the importance of understanding the basics of programming, gaining knowledge of essential libraries and version control, and developing a high-level understanding of AI and its subfields. The video also highlights the significance of hands-on experience through building projects and the continuous learning required to keep up with the evolving field of AI. Made with Talkbud.

[@lenderzconstable]

Gracias eh?

[@meharsridharuddandam6415]

Thanks

[@user-lj3up9ne1v]

e cảm ơn chị. Một chiếc video tỉ mỉ không kém mấy video của các pháp sư ấn độ nhưng lại có accent việt đáng yêu vô cùng

[@OtRatsaphong]

Great Rapid Fire tutorial on how to get started or brush up on AI. Thank you! Subscribed.

[@JayadevLenka]

I am very much impressed, great job. I would follow all videos on the channel also that of Shopia. Thanks! Keep it UP!!

[@patfov]

Thank you Thu for this informative video and also the PDF with the roadmap!

[@nichen6966]

A really excellent Roadmap articulated very well. Thank you.

[@rtm83388]

I feel lucky and grateful for watching this video... Thank you very much for explaining the step-by-step roadmap, It is crystal clear... Awesome!

[@Thuvu5]

Glad it was helpful! Good luck and happy new year! 🎆🤗

[@qalimohamoud2599]

well thought out and comprehensive! thank you :)

[@Thuvu5]

Thank you! Glad you enjoyed it 🙌🏽

[@SudhamsuSharmaneodonly]

Thank you for the info. Especially those pictures. Well made video.

[@user-yp9nz6bs9q]

An in-depth understanding of programing seems to be a good start.

[@pastelsavage]

This video was great! I really like your approach and it shows your professionalism and deep knowledge. It really motivated me! Thanks for the resources as well

[@trinhnguyenkn7624]

I really appreciate your video and the immense work you have put into making it!

[@thelostpiranha]

I've seen.a couple of videos with almost identical titles/topic of content i.e. AI learning roadmap. But you've done a remarkable job in simplifying things while educating and still making the unknowns seem accessible. You've clearly highlighted the structure, tools and resources for each step along the way. Thank you.

[@txreal2]

Thanks for the roadmap and downloadables. Cam on Thu Vu nhieu

[@Thuvu5]

Thank you too!

[@kushaltanna5569]

I am watching her videos back to back.! I am starting my journey from fullstack web developer to machine learning/AI engineer.! Her videos are really helpful.!

[@archivesofkaden]

Would you say that web development is not worth your time anymore considering the market?

[@kushaltanna5569]

@@archivesofkaden No, not just yet. Web development is still relevant as AI cant handle large scale projects just yet. And many companies cant just switch their existing projects to AI based development overnight. But that is for sure, over the next 5-10 years AI will make significant impact in web dev and will eat up entry level to may be mid level jobs. to me, i just love to learn new tech, AI is fascinating and i want to learn how it works.! So, i am trying to learn it.!

[@ShubhankarSharma-vr6zg]

​​@@kushaltanna5569Hey folk, i am currently learning js, the concern is by the time i learn full stack with good projects (stuff like nextjs, ShadCN, tailwind, docker, kubernetes, CI/CD), genAI, langchain, deep learning stuff, 2026 or 2027 will come, where the hell will my requirement accomodate in the industry, because all these senior engineers by that time (like some) have already replace junior devs, what value will I provide? Pls help, it's infuriating.....

[@pintoleo]

Just loved your explanation❤

[@WWG1-WGA]

Nice ! I just finished a Data science Boot Camp , and now with this it will be awesome 😎 I’m liking this .

[@SnowyOwlPrepper]

This is phenomenal. Thank you.

[@user-ng2um2oe6n]

Thank You so much for this clear and useful roadmap. So much appreciated

[@AlexPo-dd1ll]

Thanks sis, I am currently pursuing my web development career but I would like to change to AI after having some experience in the tech area. This video is quite helpful. ❤

[@ji94games]

Ty so much for the collection of info! Subbed!

[@markclintworth6134]

Thank you so much for this excellent summary.

[@EdsonNascimentoEN]

I am learning AI and came across your great tutorial. Keep up with the great work and thanks.. You got me to subscribe.

[@iykeemeka726]

Any specific learning platform/curriculum that you are using to learn?

[@ntalam]

Lady, your tone of voice, volume of background music and talking speed are really good. Good content

[@everquetdesign]

Thank you so much for the roadmap. Very useful

[@marioruiz5493]

Muchas gracias, tus videos siempre aportan mucho, saludos desde Mexico

[@sureshkumar-kx2xz]

GREAT job and valuable content! Please continue the good work

[@arpatparhat9801]

this is what I looking for all the time. Thank you for sharing.

[@Thuvu5]

Glad it was helpful! 🙌

[@rajasekhar6257]

I started to learn the AI and understood the RoadMap. Thanks for your time.. looking for more videos.

[@francescolux09]

Your explainations are very clear and structured, thanks!

[@nigelrichards2750]

You really explain the fundamentals of AI very well, and I also feel that learn the basics Python is important.

[@k.h.p.9862]

YES, build things with AI and not just be a consumer of it. Really excellent content, by the way.

[@coachvalente]

Thank you SO MUCH for sharing this knowledge.

[@mikhailmcrae5924]

This is a pretty well put together roadmap.

[@dck4113]

Thank you so much! I learnt sooo many things about this difficult topic!

[@neerajshukla5206]

well explained, Kudos to you !!

[@Thuvu5]

Thank you so much, appreciated it! ❤️

[@zurilyons457]

This video is brilliant. Thank you for this!

[@saaransh01]

superb work... loved it. Keep posting

[@NahidHasan-dz7kt]

I like your presentation and smoothness of the video! keep creating

[@Thuvu5]

Thank you so much!

[@petersimon985]

Super intro, good work and useful one too. Thank you for your effort. ❤

[@vmartme]

You doing great! Thanks for all info :)

[@derekdjonsgaming]

life changing education, thank you!

[@makut4154]

This is the best intro online

[@shantaletechwi729]

The best road ever. Easy to catch on. You just gave me the best of the of the best. Wow. God bless you

[@raviranjans2409]

Loved the video and insightful, very helpful for beginners

[@BMMUSIC2000]

Love your explanation ❤

[@kamejoko80]

Very good introduction about AI and programming skills, good point to start with AI from here, thanks a lot.

[@devicadaeg]

Wow, great content! I am hoping to know more about AI, and I think this video gave some ideas. It also reminded me that I did coding about 10 years ago. Now I kind of want to try to learn Python.😊

[@mariacolin2675]

I'm so glad I found your channel !

[@Thuvu5]

So glad I found you too 🤗🙌

[@MrBodydriver]

Fantastic video, thank you! Great content and directions 👌

[@Fye1103]

I begin to love watching videos like this!❤👏👏👏

[@EmanuelRaziel]

Thank you a lot for the informative video.

[@CedarSpringWolf]

Wow... first video on AI that actually points me in a direction of legitimate AI learning instead of the latest hype. New sub. Thank you.

[@lolaizajazzmin]

Can a human being live ling enough to learn all this ????????

[@vishakhawasnik6470]

Very helpful video, Thankyou!!

[@TheJimNinja]

Thank you for your comment. Very catchy and interesting as always!

[@Thuvu5]

Thank you 🤗

[@SignsFromHeaven]

I love how you cram a lot of info into each video with great transitions between slides! What video editing software program do you use?

[@Thuvu5]

Aw thank you for that! I'm using final cut pro :)

[@LearnAvecAmeen]

Way to go, Thu Vu, your videos are so interesting as always, all the best insh'Allah

[@stillmattwest]

I love how Thu almost starts giggling when talking about how all these awesome tools are freely available. This is a joy that only developers and Linux users really understand.

[@davedsilva]

Thank you, so helpful!

[@surenderchib3000]

Thanks a lot for the video sister, I am very very bad with mathematics so i am afraid of starting with AI, anyways your video is very informative. I would try to learn atleast basics so that i would not left behind. Happy New Year.

[@larkmars8182]

Smoothest ad transition ever

[@jamesyoon6893]

thank you for your video. very informative!