Linear Algebra Tutorial by PhD in AIă Ł2-hour Full Course
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- Äas pĆidĂĄn 22. 05. 2024
- 2-hour Full Lecture on Linear Algebra for AI (w/ Higher Voice Quality)
đ€Welcome to our Linear Algebra for Beginners tutorial!
This tutorial is designed for both linear algebra beginners and AI enthusiasts.
We finally returned with a 2-hour full lecture of "Linear Algebra Tutorial for AI"! In this lecture, we cover various topics in Linear Algebra from basic matrix operations to their application to AI.
Starting this week, a new series of statistics tutorials will be released on our CZcams channel, MetaCode. Be sure to show your support by liking this video and subscribing to our channel!
đ§ŸContents:
00:00:00 Intro
00:02:37 Fundamental Concepts of Linear Algebra
00:03:46 Dimension of Data
00:16:18 Linear Independence
00:25:30 Rank of a Matrix
00:31:45 Null Space
00:41:14 Matrix as Linear Operator
00:48:18 Rotation Matrix I
00:51:11 Matrix Multiplication
00:53:52 Key Notations
00:55:33 Matrix Multiplication in Neural Networks
01:00:29 Rotation Matrix II
01:04:47 Determinant of 2x2 Matrix
01:10:28 Determinant of 3x3 Matrix
01:14:00 Zero Determinant
01:17:25 Inverse Matrix
01:22:25 Dot Product
01:29:30 Dot Product in Attention Mechanism
01:32:45 Review (Rank, Null-Space, Determinant, Inverse)
01:34:07 Cross Product
01:36:43 Eigenvectors & Eigenvalues
01:49:07 Useful Formulas
01:49:25 Matrix Diagonalization
01:52:57 Principal Component Analysis (PCA)
01:59:18 Matrix Exponentials
02:01:20 Solution of Linear Systems
02:02:37 Pseudo-Inverse Matrix
02:05:00 Review
#linearalgebra #ai #maths
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thanks a lot.
We are an AI education platform with headquarters in California, producing AI-related content, including what you see uploaded on this channel. We initiated our business in Korea, actively running several AI communities through our Korean CZcams channel and our website.
Starting this April, we decided to share the content we've been producing with global audiences. We believe that the fastest way to share our lectures with you is by recording an English voice-over for the original lectures, which were delivered in Korean, rather than re-recording the entire lectures.
This is our first time delivering lectures like this, and we understand that there may be some inconvenience while you are watching. However, we promise you that we will continue to improve the quality of the lectures we upload.
We work very hard to deliver reliable and informative content that is necessary for enhancing your knowledge in AI. We appreciate not only the subscriptions to our channel but also all the kind words you've shared in the comments. They have truly encouraged us and strengthened our belief that we are creating content that is beneficial to our global audience.
Currently, we are working on lectures covering calculus for machine learning, deep learning, and AWS certifications, in addition to statistics. We also have plans to conduct more lectures on NLP, Java, OpenAI API, and much more.
Thank you for supporting our channel, and we promise to continue creating high-quality content!
âš If you are a professional or represent an institute in the tech field, we would love to collaborate with you! We are planning to launch a global AI education platform in October and are interested in your professional expertise. If you are passionate about sharing your experiences and helping others succeed in the tech field, please reach out to us via email at support@mcode.co.kr. We have extensive experience collaborating with global field experts and are excited about the opportunity to work with you! âš
Thanks for your work ! Applied Mathematics is truly fundamental for AI Development.
Thank you for watching the lecture! We hope this lecture helped you understand AI better. Have a great day :)
This is one the best and easy lecture on linear algebra I ever seen
Thank you so much for your support. We'll continue to produce educational content that can help you achieve your goals. Have a great day :)
đ„If you need to download course materials, please contact us via email at h.metacode@gmail.com
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perfect refresher
Thank you for watching the lecture. We hope you found it helpful. Have a great day :)
We are an AI education platform with headquarters in California, producing AI-related content, including what you see uploaded on this channel. We initiated our business in Korea, actively running several AI communities through our Korean CZcams channel and our website.
Starting this April, we decided to share the content we've been producing with global audiences. We believe that the fastest way to share our lectures with you is by recording an English voice-over for the original lectures, which were delivered in Korean, rather than re-recording the entire lectures.
This is our first time delivering lectures like this, and we understand that there may be some inconvenience while you are watching. However, we promise you that we will continue to improve the quality of the lectures we upload.
We work very hard to deliver reliable and informative content that is necessary for enhancing your knowledge in AI. We appreciate not only the subscriptions to our channel but also all the kind words you've shared in the comments. They have truly encouraged us and strengthened our belief that we are creating content that is beneficial to our global audience.
Currently, we are working on lectures covering calculus for machine learning, deep learning, and AWS certifications, in addition to statistics. We also have plans to conduct more lectures on NLP, Java, OpenAI API, and much more.
Thank you for supporting our channel, and we promise to continue creating high-quality content!
âš If you are a professional or represent an institute in the tech field, we would love to collaborate with you! We are planning to launch a global AI education platform in October and are interested in your professional expertise. If you are passionate about sharing your experiences and helping others succeed in the tech field, please reach out to us via email at support@mcode.co.kr. We have extensive experience collaborating with global field experts and are excited about the opportunity to work with you! âš
đ„If you need to download course materials, please contact us via email at h.metacode@gmail.com
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finally best video Thank you
You're welcome!
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Math is not really my type of field, but for ML I need to know somethings under the hood, thank you for making such quality content, I loved it !!
We're so glad that you found this lecture helpful. We really hope this lecture helps you achieve your goals. Thanks for watching the video, and check out our statistics tutorials as well! Have a great day :)
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Itâs quite surface level maths - nothing too challenging!
@@itooflemma Thank you for watching the lecture. We hope you find the lecture helpful! Have a great day :)
Finally i found that kind of channel!
Nice to meet you!
We are an AI education platform with headquarters in California, producing AI-related content, including what you see uploaded on this channel. We initiated our business in Korea, actively running several AI communities through our Korean CZcams channel and our website.
Starting this April, we decided to share the content we've been producing with global audiences. We believe that the fastest way to share our lectures with you is by recording an English voice-over for the original lectures, which were delivered in Korean, rather than re-recording the entire lectures.
This is our first time delivering lectures like this, and we understand that there may be some inconvenience while you are watching. However, we promise you that we will continue to improve the quality of the lectures we upload.
We work very hard to deliver reliable and informative content that is necessary for enhancing your knowledge in AI. We appreciate not only the subscriptions to our channel but also all the kind words you've shared in the comments. They have truly encouraged us and strengthened our belief that we are creating content that is beneficial to our global audience.
Currently, we are working on lectures covering calculus for machine learning, deep learning, and AWS certifications, in addition to statistics. We also have plans to conduct more lectures on NLP, Java, OpenAI API, and much more.
Thank you for supporting our channel, and we promise to continue creating high-quality content!
âš If you are a professional or represent an institute in the tech field, we would love to collaborate with you! We are planning to launch a global AI education platform in October and are interested in your professional expertise. If you are passionate about sharing your experiences and helping others succeed in the tech field, please reach out to us via email at support@mcode.co.kr. We have extensive experience collaborating with global field experts and are excited about the opportunity to work with you! âš
I love mathematics â€
We hope you find our lecture helpful! Have a great day :)
All the best for your platform!
Thanks for your support! That means so much to us. Have a great day :)
We are an AI education platform with headquarters in California, producing AI-related content, including what you see uploaded on this channel. We initiated our business in Korea, actively running several AI communities through our Korean CZcams channel and our website.
Starting this April, we decided to share the content we've been producing with global audiences. We believe that the fastest way to share our lectures with you is by recording an English voice-over for the original lectures, which were delivered in Korean, rather than re-recording the entire lectures.
This is our first time delivering lectures like this, and we understand that there may be some inconvenience while you are watching. However, we promise you that we will continue to improve the quality of the lectures we upload.
We work very hard to deliver reliable and informative content that is necessary for enhancing your knowledge in AI. We appreciate not only the subscriptions to our channel but also all the kind words you've shared in the comments. They have truly encouraged us and strengthened our belief that we are creating content that is beneficial to our global audience.
Currently, we are working on lectures covering calculus for machine learning, deep learning, and AWS certifications, in addition to statistics. We also have plans to conduct more lectures on NLP, Java, OpenAI API, and much more.
Thank you for supporting our channel, and we promise to continue creating high-quality content!
âš If you are a professional or represent an institute in the tech field, we would love to collaborate with you! We are planning to launch a global AI education platform in October and are interested in your professional expertise. If you are passionate about sharing your experiences and helping others succeed in the tech field, please reach out to us via email at support@mcode.co.kr. We have extensive experience collaborating with global field experts and are excited about the opportunity to work with you! âš
đ„If you need to download course materials, please contact us via email at h.metacode@gmail.com
đ© Please leave the link to the video you want to receive lecture materials for, and also leave your thoughts or feedback on our Meta Code lectures. After confirming, we will reply with the files.
Thanks â€
Thank you for watching the lecture. Have a great day :)
Thank You
đ„If you need to download course materials, please contact us via email at h.metacode@gmail.com
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I appreciate it.
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Great video, I appreciate your efforts.
Thank you for watching the lecture! Currently, IT experts and Ph.D. holders are recording lectures on AI, programming, and math. To keep providing high-quality lectures for free, we rely on support and interest from a wide global audience. If you know others who are eager to become experts like you, please share our channel with them. Have a great day!
Thank you for watching the lecture! Currently, IT experts and Ph.D. holders are recording lectures on AI, programming, and math. To keep providing high-quality lectures for free, we rely on support and interest from a wide global audience. If you know others who are eager to become experts like you, please share our channel with them. Have a great day!
_____________________
Clean and clear
Thank you for your awesome feedback! We'll continue creating high-quality content. Have a great day :)
Clean and Clear
We are an AI education platform with headquarters in California, producing AI-related content, including what you see uploaded on this channel. We initiated our business in Korea, actively running several AI communities through our Korean CZcams channel and our website.
Starting this April, we decided to share the content we've been producing with global audiences. We believe that the fastest way to share our lectures with you is by recording an English voice-over for the original lectures, which were delivered in Korean, rather than re-recording the entire lectures.
This is our first time delivering lectures like this, and we understand that there may be some inconvenience while you are watching. However, we promise you that we will continue to improve the quality of the lectures we upload.
We work very hard to deliver reliable and informative content that is necessary for enhancing your knowledge in AI. We appreciate not only the subscriptions to our channel but also all the kind words you've shared in the comments. They have truly encouraged us and strengthened our belief that we are creating content that is beneficial to our global audience.
Currently, we are working on lectures covering calculus for machine learning, deep learning, and AWS certifications, in addition to statistics. We also have plans to conduct more lectures on NLP, Java, OpenAI API, and much more.
Thank you for supporting our channel, and we promise to continue creating high-quality content!
âš If you are a professional or represent an institute in the tech field, we would love to collaborate with you! We are planning to launch a global AI education platform in October and are interested in your professional expertise. If you are passionate about sharing your experiences and helping others succeed in the tech field, please reach out to us via email at support@mcode.co.kr. We have extensive experience collaborating with global field experts and are excited about the opportunity to work with you! âš
đ„If you need to download course materials, please contact us via email at h.metacode@gmail.com
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@@metacodeMG Great work â€ïž
There are some very good learning points in this video which has helped me build an intuitive understanding of matrix operations in artificial intelligence software. I particularly liked the treatment of scalars and vectors and reduction of the complex plane to a "matrix of Real Numbers" ... BUT ... oh boy! ... The mono-tonal audio, the length of the presentation, and the frequent introduction of new concepts without any introduction or catching of breath, are emotionally draining and wear down my resolve to finish the presentation as a learning objective. I am now watching at 1.5 speed and that makes my reaction more intense. I am about to compare and find out how Brilliant handles this material, but on first pass I would introduce some visual slides for punctuation and remove the calculations to a separate whiteboard so that they do not appear "in the coordinate space" unless that is the specific intention.` Do you know of Veritassium and 3 Blue 1 Brown etc @metacodeMG ?
Thank you for your honest feedback. We'll definitely consider your advice when working on the next project. Have a great day :)
We are an AI education platform with headquarters in California, producing AI-related content, including what you see uploaded on this channel. We initiated our business in Korea, actively running several AI communities through our Korean CZcams channel and our website.
Starting this April, we decided to share the content we've been producing with global audiences. We believe that the fastest way to share our lectures with you is by recording an English voice-over for the original lectures, which were delivered in Korean, rather than re-recording the entire lectures.
This is our first time delivering lectures like this, and we understand that there may be some inconvenience while you are watching. However, we promise you that we will continue to improve the quality of the lectures we upload.
We work very hard to deliver reliable and informative content that is necessary for enhancing your knowledge in AI. We appreciate not only the subscriptions to our channel but also all the kind words you've shared in the comments. They have truly encouraged us and strengthened our belief that we are creating content that is beneficial to our global audience.
Currently, we are working on lectures covering calculus for machine learning, deep learning, and AWS certifications, in addition to statistics. We also have plans to conduct more lectures on NLP, Java, OpenAI API, and much more.
Thank you for supporting our channel, and we promise to continue creating high-quality content!
âš If you are a professional or represent an institute in the tech field, we would love to collaborate with you! We are planning to launch a global AI education platform in October and are interested in your professional expertise. If you are passionate about sharing your experiences and helping others succeed in the tech field, please reach out to us via email at support@mcode.co.kr. We have extensive experience collaborating with global field experts and are excited about the opportunity to work with you! âš
đ„If you need to download course materials, please contact us via email at h.metacode@gmail.com
đ© Please leave the link to the video you want to receive lecture materials for, and also leave your thoughts or feedback on our Meta Code lectures. After confirming, we will reply with the files.
well done
Thank you so much :)
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thank u
Thank you for watching the lecture. Have a great day.
We are an AI education platform with headquarters in California, producing AI-related content, including what you see uploaded on this channel. We initiated our business in Korea, actively running several AI communities through our Korean CZcams channel and our website.
Starting this April, we decided to share the content we've been producing with global audiences. We believe that the fastest way to share our lectures with you is by recording an English voice-over for the original lectures, which were delivered in Korean, rather than re-recording the entire lectures.
This is our first time delivering lectures like this, and we understand that there may be some inconvenience while you are watching. However, we promise you that we will continue to improve the quality of the lectures we upload.
We work very hard to deliver reliable and informative content that is necessary for enhancing your knowledge in AI. We appreciate not only the subscriptions to our channel but also all the kind words you've shared in the comments. They have truly encouraged us and strengthened our belief that we are creating content that is beneficial to our global audience.
Currently, we are working on lectures covering calculus for machine learning, deep learning, and AWS certifications, in addition to statistics. We also have plans to conduct more lectures on NLP, Java, OpenAI API, and much more.
Thank you for supporting our channel, and we promise to continue creating high-quality content!
âš If you are a professional or represent an institute in the tech field, we would love to collaborate with you! We are planning to launch a global AI education platform in October and are interested in your professional expertise. If you are passionate about sharing your experiences and helping others succeed in the tech field, please reach out to us via email at support@mcode.co.kr. We have extensive experience collaborating with global field experts and are excited about the opportunity to work with you! âš
đ„If you need to download course materials, please contact us via email at h.metacode@gmail.com
đ© Please leave the link to the video you want to receive lecture materials for, and also leave your thoughts or feedback on our Meta Code lectures. After confirming, we will reply with the files.
đ„Check out our statistics tutorial!
Part 1: czcams.com/video/zSItFDTcAU8/video.html
Part 2: czcams.com/video/agUSAQsbiLE/video.html
Part 3: czcams.com/video/uR8PK9L8tno/video.html
Part 4: czcams.com/video/ZJ_8bdfzGDY/video.html
Part 5: czcams.com/video/sdQRrHze92w/video.html
Part 6: czcams.com/video/ukBC1CB-dOg/video.html
Part 7: czcams.com/video/6kWnKhe4hIE/video.html
Part 8: czcams.com/video/Eh7GWIzNgms/video.html
Part 9: czcams.com/video/0tn0M1YujP0/video.html
Do you have any Linear Akgebra book recommendation that is not so dry? Thank you!
Please send us an email at h.metacode@gmail.com to request the course materials used for this course. We'll let you know once we ask the instructor of the lecture about the linear algebra textbook. Have a great day :)
Hi there, here's a few books on Linear Algebra you'll probably like: (1) Linear Algebra Step by Step -Kuldeep Singh / and the two classics Elementary Linear Algebra(3rd edition)-Howard Anton / Linear Algebra and Its Application - Gilbert Strang(I'm using the 2nd edition), also Linear Algebra Theory, Intuition, Code by Mike Cohen. Gilbert Strang also has Introduction to Linear Algebra(5th edition).
@@amirsaeed7759 Thank you so much :)
Is this video posted with the original audio anywhere?
Hi, the lecture was originally conducted in Korean. Have a great day :)
We are an AI education platform with headquarters in California, producing AI-related content, including what you see uploaded on this channel. We initiated our business in Korea, actively running several AI communities through our Korean CZcams channel and our website.
Starting this April, we decided to share the content we've been producing with global audiences. We believe that the fastest way to share our lectures with you is by recording an English voice-over for the original lectures, which were delivered in Korean, rather than re-recording the entire lectures.
This is our first time delivering lectures like this, and we understand that there may be some inconvenience while you are watching. However, we promise you that we will continue to improve the quality of the lectures we upload.
We work very hard to deliver reliable and informative content that is necessary for enhancing your knowledge in AI. We appreciate not only the subscriptions to our channel but also all the kind words you've shared in the comments. They have truly encouraged us and strengthened our belief that we are creating content that is beneficial to our global audience.
Currently, we are working on lectures covering calculus for machine learning, deep learning, and AWS certifications, in addition to statistics. We also have plans to conduct more lectures on NLP, Java, OpenAI API, and much more.
Thank you for supporting our channel, and we promise to continue creating high-quality content!
âš If you are a professional or represent an institute in the tech field, we would love to collaborate with you! We are planning to launch a global AI education platform in October and are interested in your professional expertise. If you are passionate about sharing your experiences and helping others succeed in the tech field, please reach out to us via email at support@mcode.co.kr. We have extensive experience collaborating with global field experts and are excited about the opportunity to work with you! âš
đ„If you need to download course materials, please contact us via email at h.metacode@gmail.com
đ© Please leave the link to the video you want to receive lecture materials for, and also leave your thoughts or feedback on our Meta Code lectures. After confirming, we will reply with the files.
Will there be Calculus course for machine learning?
Hi, we are currently working on lectures for calculus, deep learning, and AWS certifications. Have a great day :)
We are an AI education platform with headquarters in California, producing AI-related content, including what you see uploaded on this channel. We initiated our business in Korea, actively running several AI communities through our Korean CZcams channel and our website.
Starting this April, we decided to share the content we've been producing with global audiences. We believe that the fastest way to share our lectures with you is by recording an English voice-over for the original lectures, which were delivered in Korean, rather than re-recording the entire lectures.
This is our first time delivering lectures like this, and we understand that there may be some inconvenience while you are watching. However, we promise you that we will continue to improve the quality of the lectures we upload.
We work very hard to deliver reliable and informative content that is necessary for enhancing your knowledge in AI. We appreciate not only the subscriptions to our channel but also all the kind words you've shared in the comments. They have truly encouraged us and strengthened our belief that we are creating content that is beneficial to our global audience.
Currently, we are working on lectures covering calculus for machine learning, deep learning, and AWS certifications, in addition to statistics. We also have plans to conduct more lectures on NLP, Java, OpenAI API, and much more.
Thank you for supporting our channel, and we promise to continue creating high-quality content!
âš If you are a professional or represent an institute in the tech field, we would love to collaborate with you! We are planning to launch a global AI education platform in October and are interested in your professional expertise. If you are passionate about sharing your experiences and helping others succeed in the tech field, please reach out to us via email at support@mcode.co.kr. We have extensive experience collaborating with global field experts and are excited about the opportunity to work with you! âš
đ„If you need to download course materials, please contact us via email at h.metacode@gmail.com
đ© Please leave the link to the video you want to receive lecture materials for, and also leave your thoughts or feedback on our Meta Code lectures. After confirming, we will reply with the files.
The way he say 'therefore' â€
I'll take it as a compliment. Thanks for watching the lecture. Have a good day :)
â@@metacodeMGHey you are from which country
â€
Thank you for watching the lecture. Have a great day!
đ«đâš
Thank you for watching the video! Have a great day :)
ê·žëŹëêč ìŽêČ ì§êž... AIëĄ ìžìŽ ëČììŽ ë€ ëë ìììŽëŒë ê±°ìŁ ?
This video is not translated by AI, but rather dubbed by graduates from prestigious overseas universities.
We will soon be uploading videos of lectures given directly in English.
I need a group of study.... I learn in my free time, i speek spanish but not is impediment
Thank you for watching the video. We plan to add Spanish subtitles to all our content. Plus, a study group sounds like an amazing idea. We will definitely consider organizing study groups! Have a great day :)
Yess! please create study groups. That would be helpful,Please also make it Free!â@@metacodeMG
I can create animated math videos. Let me know if you are looking for any one.
Is these course useful for gate exam
Thank you so much!
đ„If you need to download course materials, please contact us via email at h.metacode@gmail.com
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â€â€â€â€â€â€â€â€â€â€â€â€â€â€â€â€â€â€â€â€â€â€â€â€â€â€â€â€
We are an AI education platform with headquarters in California, producing AI-related content, including what you see uploaded on this channel. We initiated our business in Korea, actively running several AI communities through our Korean CZcams channel and our website.
Starting this April, we decided to share the content we've been producing with global audiences. We believe that the fastest way to share our lectures with you is by recording an English voice-over for the original lectures, which were delivered in Korean, rather than re-recording the entire lectures.
This is our first time delivering lectures like this, and we understand that there may be some inconvenience while you are watching. However, we promise you that we will continue to improve the quality of the lectures we upload.
We work very hard to deliver reliable and informative content that is necessary for enhancing your knowledge in AI. We appreciate not only the subscriptions to our channel but also all the kind words you've shared in the comments. They have truly encouraged us and strengthened our belief that we are creating content that is beneficial to our global audience.
Currently, we are working on lectures covering calculus for machine learning, deep learning, and AWS certifications, in addition to statistics. We also have plans to conduct more lectures on NLP, Java, OpenAI API, and much more.
Thank you for supporting our channel, and we promise to continue creating high-quality content!
âš If you are a professional or represent an institute in the tech field, we would love to collaborate with you! We are planning to launch a global AI education platform in October and are interested in your professional expertise. If you are passionate about sharing your experiences and helping others succeed in the tech field, please reach out to us via email at support@mcode.co.kr. We have extensive experience collaborating with global field experts and are excited about the opportunity to work with you! âš
đ„If you need to download course materials, please contact us via email at h.metacode@gmail.com
đ© Please leave the link to the video you want to receive lecture materials for, and also leave your thoughts or feedback on our Meta Code lectures. After confirming, we will reply with the files.
This guy is an A.I or human being?
Hi, the instructor is a real person. The voice has been recorded over from Korean to English. Have a great day :)
greetings nerds
We are an AI education platform with headquarters in California, producing AI-related content, including what you see uploaded on this channel. We initiated our business in Korea, actively running several AI communities through our Korean CZcams channel and our website.
Starting this April, we decided to share the content we've been producing with global audiences. We believe that the fastest way to share our lectures with you is by recording an English voice-over for the original lectures, which were delivered in Korean, rather than re-recording the entire lectures.
This is our first time delivering lectures like this, and we understand that there may be some inconvenience while you are watching. However, we promise you that we will continue to improve the quality of the lectures we upload.
We work very hard to deliver reliable and informative content that is necessary for enhancing your knowledge in AI. We appreciate not only the subscriptions to our channel but also all the kind words you've shared in the comments. They have truly encouraged us and strengthened our belief that we are creating content that is beneficial to our global audience.
Currently, we are working on lectures covering calculus for machine learning, deep learning, and AWS certifications, in addition to statistics. We also have plans to conduct more lectures on NLP, Java, OpenAI API, and much more.
Thank you for supporting our channel, and we promise to continue creating high-quality content!
âš If you are a professional or represent an institute in the tech field, we would love to collaborate with you! We are planning to launch a global AI education platform in October and are interested in your professional expertise. If you are passionate about sharing your experiences and helping others succeed in the tech field, please reach out to us via email at support@mcode.co.kr. We have extensive experience collaborating with global field experts and are excited about the opportunity to work with you! âš
đ„If you need to download course materials, please contact us via email at h.metacode@gmail.com
đ© Please leave the link to the video you want to receive lecture materials for, and also leave your thoughts or feedback on our Meta Code lectures. After confirming, we will reply with the files.