@michaelcolburn8062

Ignore the critics who think only the last minutes of your video are useful. Your explanation of knowledge graphs for those with no or limited understanding is outstanding!!  For viewers who do not have the background needed to understand the last part of your video or even what the video is about, your choice of words and visuals are perfect.  Having decades of experience and a doctorate in computer science, I did not need the explanation.  But, not knowing the background of those who would view you video, you made the right choice—you left no one behind.  Explaining complex topics in just a few minutes is a gift and a lot of work. I loved every minute of it because of the skillful way you teach!  Don’t stop!  Ignore the critics.

@GribJC

Your video is just a gold mine. I am starting to use knowledge graph for some machine learning project and your explanations are very clear and very useful. thanks a lot.

@marktahu2932

Thank you so much Thu Vu - it has to be the clearest pathway to creating a personalised Graph Tree I have seen for my level of understanding.

@SimpsonsRuleForever

Awesome.  I'm only 1/3 in so far, but I have to pause to say: the combination of the topic and the presentation is top-notch.  Thank you.

@florentromanet5439

Really appreciate you coming back to the roots at some point. It helps a lot focusing and look at the big picture. Good job 👏👍

@trungswat

That's an amazing walkthrough, I would say. It's just come at right time I'm looking for a solution to convey information from a large number of pdf files.
Thank you

@iainmackenzieUK

As a beginner, I found this so useful as an overview with ideas for detail. Beautifully presented too - thank you!

@SimpsonsRuleForever

Nice work.  I have been studying this off and on for 10-15 years.  It feels plausible now.

@Just-Iss-4U

I want to understand and model local ecologies better so thank you for this.

@Max_Moura

Your videos are awesome and so inspiring! And honestly, that's because you're not only beautiful but also have this amazing talent for making complex subjects easy to understand. Keep up the fantastic work! 👏

@HemangTannaa

Thanks

@shivad

Thank you so much, Thu Vu, your explanation was beautiful and truly inspiring. I had no idea what a Knowledge Graph was before, but now I’m full of ideas to apply it in my work.

@majortodd3050

Excellent presentation! I have not ,until now, been interested in learning python.  Love the neatness of markdown programming! Question is there an api key for deepseek r1 llm ?

@digigoliath

Wow, truly an awesome video and amazing walkthrough. This will be very useful for me & I learnt plenty in one video. Wonderful!!

@AnonymUwo

nice tutorial I hope langchain doesn't change syntax in 2 weeks

@growthhackenginecom

Thanks for the thorough run through definitely a cool tool and I’m using it to learn the process and processes involved😊

@mehdisameie4921

Interesting to know. We usually play mafia-night game with friends and the strategy for a professional player is to develop a knowledge graph while playing by connecting players through their likes and targets. I was thinking of how I can code it up. Your video opens it up for me to give it  a try.

@sabashioyaki6227

Thank you so much for this!  What a good and thoughtful use of AI.

@pawool

Wow you are brilliant! I am fascinated by the RAG applications of this. It's amazing that you introduced this concept it actually could be quite powerful, thank you

@ocBuilderDisorder

super useful thanks! i decided to test out my mcp directory mcp pizza using this technique. so far working great for searching and also as internal rag stuff, but to update nodes? do we need to reevaluate the whole graph? i was looking at graphiti, would that be a better option for searching a changing data corpus?