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

[@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.

[@4NIM3_20]

🤞🏻

[@Abbie887]

I’m

[@dorian_ortega]

I'm 46, starting from the bottom, currently learning python. Thank you so much for the roadmap and information. Looking forward more videos on AI

[@Thuvu5]

That sounds awesome, Dorian! Good luck with learning 🤗

[@bafa000]

im 39... same boat ;(

[@carlosgutierrez3459]

I´m 70 years old and will also start somewhere.

[@human_hope]

Do you mind me asking what exactly do you plan to do after learning Python?

[@dorian_ortega]

@@human_hope The learning will never stop. I'm looking into two to three years time to apply for jobs. I'm not just learning Python. I also started with Linear Algebra. I'm basically following the guide on the video.

[@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! 🙌

[@Conserveusaxx]

Do you have a degree in CC?​@@Thuvu5

[@jake9854]

I am absolutely overwhelmed, it looks like I need to be nerdy again

[@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 🤗

[@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)?

[@YiLunMusk]

My friend.... People follows money​@@ireneuszpyc6684

[@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.

[@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.

[@trustmebro19]

For anyone reading: As a graduate in Computer Science, I strongly advices against such directions. If you want at some point to become a very successful AI engineer, you MUST study it at University or equivalent. Do NOT expect to be able to be involved in any kind of project or employed, just with reading 10/15 books or courses. It takes time, give it time (min 3 years of high-level university study)

[@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!!

[@LO3.]

I love how you tell us what to learn in specific

[@Thierry-in-Londinium]

I never heard of this lass, this just popped up in my feed. Have to say - Wowsers!! She is knowledgeable & very focused in her style & presentation. Mad props!

[@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.....

[@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

[@DaleYuzuki]

Thank you Thu for the resources - as a person who was a lot younger in 1991 accessing the internet via FTP and a 1200 baud modem, we are at that place all over again. Also excellent advice you give to read BOOKS for their organization, not skipping over fundamental concepts. YT and newsletters and blogs are great for what they do, but first things first. What a great time to be alive! These are indeed "early days".

[@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.

[@MrLightweb]

You DONT learn AI, the AI learns YOU!

[@ShondaD_]

Right! When I use chatgpt, it will bring up something Ive asked about from a week ago and Im like I forgot all about that😲, but yep AI learn, and also remember everything you talked about.

[@SyntheticCatalog]

@@ShondaD_bruh that’s because it’s designed to remember other chat histories. Not because you started another chat. If you want it to forget after every chat you have to set up that in settings.

[@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. 👍🏻

[@gprastogi]

Thanks a ton for posting videos to put AI into practical using Python. I am 59 years and want to persue a PhD in AI for Neuroscience & Oncology & your videos are very inspiring & encouraging.

[@SnowyOwlPrepper]

This is phenomenal. Thank you.

[@DavidKestler]

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

[@إهتمبصحتك]

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

[@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 ;-))

[@josestudyexcel]

I'm 45, starting from the bottom, about to learn python. Thank you so much for the roadmap and information. Looking forward more videos on AI

[@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!

[@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!!!

[@imature-dot-in]

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

[@chreinvent7167]

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

[@wanerren4942]

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

[@TranHienhome]

Really appreciate the way you make AI learning clearly

[@WWG1-WGA]

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

[@waterboy2602]

This is a great introduction! Ive learnt a lot. Im a Project Manager with 20 uears experience in the water and environmental industry. Im going to start challenging myself to learn some solid foundational knowledge in these concepts. Im sure I'm going to start bumping into real world applications in my industry so want to be prepared.

[@洛基-m2f]

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

[@ntalam]

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

[@nigelrichards2750]

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

[@wandasewell]

You've opened up a lot to me. I was experimenting with BARD before it was replaced with GEMINI and never advanced much in either. I tried Copilot a bit and didn't advance very well with that one either. I enjoyed your presentation. Thank you.

[@CedarTheTree.]

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

[@fernandogurgel4571]

Thu, thank you for posting this video. Your road map pdf is great.

[@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!

[@trinhnguyenkn7624]

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

[@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. ❤

[@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.

[@OtRatsaphong]

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

[@nonenone970]

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

[@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.

[@udehgideon13]

Superb video! Love it!👌Keep the videos coming. You are saving a lot of people like me so much stress figuring out where to start. Thank you!

[@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...

[@carlanwray8718]

Starting over? I prefer to think of it as building an entirely new world on top of everything I already know. By the time you get to your age, you have way more context to inform the possible uses of AI compared to younger individuals. And in my experience, AI is very simple and easy to leverage without doing any programming. Using chat GPT and Claude AI in their native format presents so many unique opportunities alone.

[@Ashutosh-lw3cn]

Great initiative sir/ma'am. 🙏🏻🙏🏻🙏🏻

[@tedmetre6933]

Thank you for posting how to learn AI. I am just starting out on this journey and your video will help me out tremendously. New sub here!!!!

[@HarpaAI]

🎯 Key Takeaways for quick navigation: 00:00 *🚀 Starting AI Journey* - Importance of learning AI for future job prospects and impact, - Overview of AI's evolution and its current capabilities, - Motivation to learn AI fundamentals and build practical applications. 01:10 *📈 Why Learn AI* - Rapid advancements in generative AI and its applications, - Potential impact of AI solutions in various industries, - Importance of addressing AI's current limitations and biases. 02:17 *💻 Learning Path for AI* - Overview of learning AI through low-code and no-code tools, - Transition to deeper understanding for building reliable and customizable AI solutions, - Emphasis on understanding fundamental concepts alongside practical coding. 03:26 *🐍 Python and Libraries* - Importance of Python programming for AI development, - Essential Python libraries for data manipulation and visualization, - Introduction to version control with Git for project management. 05:14 *🤝 Understanding APIs* - Significance of APIs in expanding AI capabilities, - Basic concepts of API requests and responses, - Practical examples of utilizing APIs for AI integration. 06:23 *🧠 Theoretical Fundamentals* - Overview of theoretical foundations of AI, including machine learning and deep learning, - Importance of understanding neural networks and their applications, - Transition to advanced concepts like text embeddings and training techniques. 08:57 *📊 Advanced AI Architectures* - Evolution from traditional machine learning to deep learning, - Introduction to neural network architectures and their applications, - Emphasis on understanding and implementing modern architectures like Transformers. 10:46 *🛠️ Hands-on Projects* - Importance of practical projects in reinforcing learning, - Suggestions for beginner to advanced AI projects, - Emphasis on documentation and sharing for knowledge dissemination. 12:08 *📚 Specialization and Knowledge Expansion* - Importance of developing mental models and specialization within AI, - Recommendations for further learning through books and specialized topics, - Overview of overlooked areas in AI like security, safety, and regulations. Made with HARPA AI

[@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

[@derekdjonsgaming]

life changing education, thank you!

[@k.h.p.9862]

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

[@ambikeya_tech]

Fantastic insights on learning AI! Your approach is practical and inspiring. Thanks for sharing such valuable steps and resources. It's a great guide for anyone looking to dive into AI.

[@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.

[@the_pirate]

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

[@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

[@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?

[@makut4154]

This is the best intro online

[@SmashTheLikeBros]

55 just retired from 30 years 1 job with 1 company. New venture Ai computer power rental platform. Looking forward to learning thank you 🙏

[@digigoliath]

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

[@rafaelvesga860]

Very clear, precise and complete. THANK YOU!

[@nichen6966]

A really excellent Roadmap articulated very well. Thank you.

[@rajasekhar6257]

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

[@aimforgreatness5150]

Wow finally a road map I needed from all the noise, this has brought me closer ❤

[@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 🤗

[@AnotherMartinez]

Thanks!

[@Thuvu5]

Appreciate it! 🙏

[@francescolux09]

Your explainations are very clear and structured, thanks!

[@b07041952d]

You did a GREAT JOB in this video! Very well organized, thorough, and references too! I'm subscribed and a fan!

[@user-yp9nz6bs9q]

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

[@junepark1003]

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

[@CostasRodrigues]

I would also add to familiarise oneself with basics of statistics and sql, which many padavans overlook and jump in to fancy stuff. Besides, sql may be easier to dig in to some non-programming folks, and to build the model one needs to get the(big) data out of the database. Thanks for the video❤

[@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! 🎆🤗

[@RobertPlank]

Learning that AI has applications in creative fields like music and art broadens its appeal to me. Really appreciate the tips on NumPy and pandas! I'll start experimenting with APIs to see what I can build.

[@JayadevLenka]

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

[@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!

[@abdulbangura9184]

How and where to learn all this

[@abdulbangura9184]

Is there an institution that teaches this

[@KhoaNguyen-bt6vt]

Cảm ơn chị, nhờ c mà e có động lực học về AI và coding. E ko nghĩ e sẽ code đc thứ gì ra hồn đâu😂 nhưng ít nhất e sẽ hiểu nó để vận dụng tốt hơn 😂😂

[@NguyệtNguyễn-q7z9i]

Ủa chị ấy người việt à

[@KhoaNguyen-bt6vt]

đọc tên c ấy đi :)))))))

[@txreal2]

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

[@Thuvu5]

Thank you too!

[@shantaletechwi729]

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

[@AncientJaguar]

Great vid. Thank you for this roadmap. Wanted to do this since my teens, but finally taking the time to do what I really like, going all in on this! your info is a nice starting point to start looking deeper into the subject. New Sub!

[@Thuvu5]

You can do it! Thanks for the subs ❤️

[@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.😊

[@petersimon985]

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

[@saltygorilla2196]

Thank you for this. Very concise and eloquent. Great job!

[@paulfernandes7264]

Starting this at 19 recently turned 19 ( 3 days ago) I’m gonna enjoy this for sure

[@SIRBACONN]

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

[@tedhand6237]

Great video! Too many of these AI content creators are just blowing smoke. This was a great overview of the stuff I'm gradually realizing I need to learn.

[@NahidHasan-dz7kt]

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

[@Thuvu5]

Thank you so much!

[@Abhinayanagarajan-x8p]

Great advice on starting over with learning AI! Very insightful and motivating.

[@georgewilley9609]

What an amazing framework to begin learning about AI. Thank you so much for condensing such a complex and broad topic into an easy to understand learning path❤❤❤

[@Thuvu5]

So glad to hear! Thank you for commenting 🎉

[@kamejoko80]

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

[@narisornsamukkarn1747]

Great , I will use your roadmap for learning AI.😍

[@SudhamsuSharmaneodonly]

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

[@hyphalknottt]

well thought out and comprehensive! thank you :)

[@Thuvu5]

Thank you! Glad you enjoyed it 🙌🏽

[@alexkalish8288]

That was excellent, covered all the bases in a simple overview. AI is going to know how this turns out, not us. I'm an old EE , just learning it for fun.

[@sureshkumar-kx2xz]

GREAT job and valuable content! Please continue the good work

[@thatfellowfriend]

This video is very insightful !

[@Sandheip]

Great insights on starting in AI! It's fascinating how our understanding continues to evolve in such a dynamic field. Collaboration is key to optimizing workflows and achieving efficient processes. #AI #Learning #Collaboration

[@mariacolin2675]

I'm so glad I found your channel !

[@Thuvu5]

So glad I found you too 🤗🙌

[@Sumo.8ear]

Thank you for such an informative video and especially for being such an inspiration for us who wanna learn Ai . 😊

[@seankennedy4284]

Awesome presentation, thank you! Happened across your video via a sidebar list, while watching an "introduction to large language models" video. I'm a complete AI noob, and have recently decided to pivot into an AI-intensive direction. You are a skilled veteran climber, high up the mountain. I only recently walked onto the path that leads to the mountain. Great intro to AI video! Subscribed.

[@Thuvu5]

Great to hear! Thank you for subscribing 👋🙌

[@harihariharan5583]

Very useful to understand in a simple language , thanks for sharing.

[@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!

[@firelunamoon]

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