agr english aati ho toh daniel bourke naam se hai ek bnda.....woh ML pdata hai shandaar ......uske course lec dekhna.......16 hr for tensorflow and 25 hr for pytorch ke lec hai unke paas......meine dekhe hai aur bhut bdiya lge ......so i can recomend him for learning BASIC - intermediate of ML ........ ( maths nhi batyenge woh hr function ki woh bhr kisi video se smjhni pdengi kisi ko bhi.......)
@@DeepanshuMalviyaPhysics intermediate se aage toh projects bnana aur khud se model train krna wgrh wgrh hai....... pr kuch aur krna hai toh pytorch mein hi TORCHVISION , TORCHAUDIO , TORCHVIDEO , TORCHDATA etc jaise topics hai ML ke woh kr skte ho...... aur tensorflow mein bhi .......baaki tum pe depend krta hai ki tum kitte model bnate ho aur kitta seekhte ho.......pr TUTORIAL HELL mein naa hi jana.......kyuki ML ke tutorial bhut saare hai....... meine khud hi aaj tensorflow khtm ki hai abhi thode se model bna rha hu chote khud se.......aur pytorch bhi 1 week phle khtm ki hai...... ML mein cheeze bhut hai......shuru mein boring lgega but jaise aage bdoge bhut intresting cheeze hoti rhengi.......
@@punitsoni8398 pytorch ka 25 hrs ka hai tensorflow ka 15 hrs ka hai..... agr pytorch kr liya toh tensorflow bhut asani se smjh aa jayega......( kyuki meine phle pytorch kiya tha ) content bhut useful hai.....BUT.....yeh 25 hr aur 16 hr ke video BASICS hai for tensorflow and pytorch ke ........like tensorflow aur pytorch bhut vast hai toh sb kuch pdana 1 video ya fir playlist mein IMPOSSIBLE sa hai....... agr kuch smjh naa aaye toh chatGpt se puchna ya fir google krna......kyuki mujhe chatGpt ne bhut shi sjmhaya hai bhut topics in detail........ pr yeh umeed mt rkhna ki yeh 25 hr mein sb kuch smjha denge....... bs iss baat ki guarantee lunga ki ek baar pura 25 hr ka dekh liya toh pytorch ya tensorflow ke advanced cheeze bhi kr loge ( meine khud ne aaj tensorflow khtm kri hai.....)
27:56 I watched full video. I am from mathematics background. So today I understand the true value of my degree. I appreciate for all your hardwork on research. I am very very grateful to you ❤️
Waah Sir Aaj hi se maine apni AI/ML ki journey start kar rha hoon and aaj hi apne ye video upload kar diya ab or ache se chai ke saath ML enjoy karoonga
Your course is the only one that teaches us technology in depth, sir. Please create a course in Hindi on Python, SQL, ML, Data Science, and AI. Whether it's free or paid we will learn from you. 🙏🙏🙏
Good that you made this video, somebody please share this video to the school management. Because according to them students of kindergarten should start learning what ai is. Really I was shocked to hear that a kid in class 3rd was saying I just took a class of ai. When I researched it further what the schools are selling to parents in the name of ai was chapters related to entrepreneurship and evs. There was nothing related to computer science data science or even anything about computers. Everyone is giving this a big hype and made it a illusion. While I truly support that kids and students should know about technology and new advancements coming towards then but there's a correct time for correct things, they lack even the foundation of basic things and thanks to youtube and those tutorials, they think themselves kings but who is there to explain what are they doing. Great people with high intelligence are not able to understand the ai and the the schools expect to teach them to 8 to 10 year olds?
as a student who is thinking of making a shift from web dev to ml this roadmap did gave me a good perspective of what to expect and how to go about learning thanks for such a video sir
I am 16 years old. I have learned JavaScript From you and Now Learning studying React JS. I am very thankful to you for creating the best in-depth courses.
Sir we want every detail on our journey . We real want person like you who share the truth and exact path and helps us to carve our own while taking inspiration and reference for others . Love u Sir . Take Care 😊😊😊
Mene suna hai is channel par sirf roadmap nahi bante pure ki puri series ban jati hai, ae baat Kiya sahi hai , agar sahi hai to iski bi puri series aayegi kiya sir ❤❤❤❤🎉🎉
I want to learn ai and ml but was confused about how to go for it. This discussion of yours gave me a clear picture , won't say that it cleared everything because no one can until I start doing it on my own and start making mistakes. Thanks for this video and will surely want you to make a course for ai and ml sharing everything you know.
Timestamps (Powered by Merlin AI) 00:05 - Exploring the real challenges of learning AI and ML. 00:45 - Exploring the journey of learning AI and ML basics. 02:13 - Introduction to traditional AI/ML roadmap and its challenges. 03:50 - Introduction to essential math concepts for data manipulation. 05:23 - Machine learning involves various techniques and requires a good understanding of math. 06:06 - Machine Learning relies on algorithms applied to data inputs. 07:47 - Data manipulation enhances machine learning predictions and understanding. 08:31 - Neural networks simplify complex AI concepts, leading to advancements in deep learning. 10:04 - डेटा साइंस एक व्यापक क्षेत्र है जिसमें विभिन्न भूमिकाएँ शामिल हैं। 10:46 - Distinction between Data Science and Data Analysis roles. 12:17 - Understanding prerequisites for entering this field. 13:05 - Understanding advanced vector concepts requires significant effort and prior knowledge. 14:40 - Understanding math is crucial for machine learning success. 15:27 - Matrix operations and data cleaning using NumPy library. 17:26 - Data manipulation is crucial for AI operations and image processing. 18:12 - Spam detection in emails using mathematical equations. 19:32 - Understanding the nuances of JavaScript compared to Python. 20:31 - Future plans for a standalone language course with emphasis on practical coding. 22:17 - Recommended reading for neural networks and ChatGPT insights. 22:59 - Book insights on AI perspectives without technical details. 24:36 - Book provides strong foundation for Python and machine learning. 25:16 - नेटवर्क फजी लॉजिक और जेनेटिक एल्गोरिदम की एक अच्छी किताब है। 26:48 - Understanding weights in neural networks enhances clarity in AI concepts. 27:29 - Understanding the effort behind learning JavaScript and web development.
Thank you for giving a meta perspective and clarity, it means a lot. Now it's clear to me that I don't need to worry about ML, it's not for me yet I'd love to watch anything thats uploaded here. Books are great resources of knowledge but it's hard to retain flood of information without proper visuals as compared to videos so I prefer watching videos and doing AI research rather than reading books I've literally burned all kinds of books at the end of 2024, they were sitting in my shelves occupying space for too long. I truely feel books is a harder way to gain knowledge compared to other resources. Yet appreciate how you read all these thick books. Salutes
Waiting for the Course Sir , I am your student from your first video of chai aur code , now I think it is 1000 video . Thanks a lot for the contents sir , I am currently your Cohort student , waiting for your AI ML .
Your guidance and sharing of personal experiences make me feel like I am learning under your mentorship, and I can't say enough how much it means to me. You truly are an inspiration to me, and because of you, I always set my goals high with a start-small attitude. I don't know if you will read this comment, but I will make sure that your efforts for a person like me count and are worthwhile. Again, Thank you for everything.
I had began with,"Hands on Machine Learning with Sklearn and Kerras" and I was never able to finish it, as it lacks most of the maths so, it turned out to be just about memorizing. I agree that it requires a lot of pre-requisite.
Thank you Hitesh Sir, finally we can think that AI/ML is not Aliens stuff and it is also achievable. I respect this from deep of my heart that you are always curious about new tech and dig deep until you get it. we would love to watch more such raw videos and more on AI/ML. Huge Fan sir❤❤
Thank you. Please continue. I think It would be really helpful if you can make a series on the book Hands on Machine Learning with scikit learn, Keras and Tensorflow.
I like these kind of videos where creator is giving a big picture overview (sort of a mindmap) and not just talking in jargons, And that's why we like your videos sir tysm
Thank you Sir for again inspiring me for ML & AI , i started hating it I'm in the beginning and learned Regression, and after implementing it I was puzzled how could 10 lines of code be called a model, it was definitely a learning curve , it demotivated me but i will not lose hope i will learn as much as I can until I grasp Machine Learning and Deep learning correct.
If anyone who doesn't enjoy... 1. Math and higher calculus... 2. Who can't understand research papers 3. Who cant code an algorithm into code 4. Who can't feature engineer... Never ever get into this field. Trust me you'll regret getting in this field. This is quite time intensive field. You might hate me for the comment but dont go into this just because of money.
Mind blowing information. Aaj tak doubts the about ML AI Data Science or Data Engineering, ek acha perpective de diya sochne ke liye. Also the truth about maths part! As for course, I am following andrew ng course (deeplearning ai) to understand and it looks good. What are your thoughts?
i am from Arts background and i m a data scientist also landed a job recently in short i m saying if you want began your journey in this field just go for it. It's not that hard he is saying like it's a miracle. Also AI and ML make me fell in love with maths.................
sir what approach you used to learn coding - from official documentation or something else? your mindset when you learn some concept ? how to know what I have to learn and how much from that stack? your response will helps a lot !! pls reply sir
Sir very fruitful raw talk ❤,but more opportunities on money part how real world practice or future technology how world will shape topic like cloud computing, cybersecurity etc anything you imagine which we should also know about and research because ai has reduced the learning curve (excluding topic like ai/ml/ data science)😅
Vote for AI & ML course
agr english aati ho toh daniel bourke naam se hai ek bnda.....woh ML pdata hai shandaar ......uske course lec dekhna.......16 hr for tensorflow and 25 hr for pytorch ke lec hai unke paas......meine dekhe hai aur bhut bdiya lge ......so i can recomend him for learning BASIC - intermediate of ML ........ ( maths nhi batyenge woh hr function ki woh bhr kisi video se smjhni pdengi kisi ko bhi.......)
@@RORONOA___ZORO Intermidiate se aage k liye kuch suggest kar skte hai kya ?
@@DeepanshuMalviyaPhysics intermediate se aage toh projects bnana aur khud se model train krna wgrh wgrh hai.......
pr kuch aur krna hai toh pytorch mein hi TORCHVISION , TORCHAUDIO , TORCHVIDEO , TORCHDATA etc jaise topics hai ML ke woh kr skte ho......
aur tensorflow mein bhi .......baaki tum pe depend krta hai ki tum kitte model bnate ho aur kitta seekhte ho.......pr
TUTORIAL HELL mein naa hi jana.......kyuki ML ke tutorial bhut saare hai.......
meine khud hi aaj tensorflow khtm ki hai abhi thode se model bna rha hu chote khud se.......aur pytorch bhi 1 week phle khtm ki hai......
ML mein cheeze bhut hai......shuru mein boring lgega but jaise aage bdoge bhut intresting cheeze hoti rhengi.......
@@RORONOA___ZORO kitne hours k course h ML k? & usme sab useful content as per the industry requirements??
@@punitsoni8398
pytorch ka 25 hrs ka hai
tensorflow ka 15 hrs ka hai.....
agr pytorch kr liya toh tensorflow bhut asani se smjh aa jayega......( kyuki meine phle pytorch kiya tha )
content bhut useful hai.....BUT.....yeh 25 hr aur 16 hr ke video BASICS hai for tensorflow and pytorch ke
........like tensorflow aur pytorch bhut vast hai toh sb kuch pdana 1 video ya fir playlist mein IMPOSSIBLE sa hai.......
agr kuch smjh naa aaye toh chatGpt se puchna ya fir google krna......kyuki mujhe chatGpt ne bhut shi sjmhaya hai bhut topics in detail........
pr yeh umeed mt rkhna ki yeh 25 hr mein sb kuch smjha denge.......
bs iss baat ki guarantee lunga ki ek baar pura 25 hr ka dekh liya toh pytorch ya tensorflow ke advanced cheeze bhi kr loge ( meine khud ne aaj tensorflow khtm kri hai.....)
ML course please❤
In js pls
@codewitharijit3260 no with python
Yes Please
Yes sir
Yes please
27:56 I watched full video. I am from mathematics background. So today I understand the true value of my degree. I appreciate for all your hardwork on research. I am very very grateful to you ❤️
Which degree do you have
So happy agar ai ml full course ata h to thanks alot sir
one year sy Chai aur ML k intezar mai hun Sir❤
I m so happy mai kal hi soch rhi thi ki comment krugi ki ai ml ka course lekr aoo wow yh toh real hogya
Ary congratulations
Chai aur DS ❤
Yes sir chau aur AI learning releted video 😢😢
HNN YRRR
@@mathhacker2023 coding with musa 💕 from Lahore Pakistan
Yes man
Waah Sir Aaj hi se maine apni AI/ML ki journey start kar rha hoon and aaj hi apne ye video upload kar diya ab or ache se chai ke saath ML enjoy karoonga
konse year me hai aap?
TYSM sir i have almost completed chai or python and planned for doing ml or ai and here we go Thanks a lots Sirji
Your course is the only one that teaches us technology in depth, sir. Please create a course in Hindi on Python, SQL, ML, Data Science, and AI. Whether it's free or paid we will learn from you. 🙏🙏🙏
AI ML course sir shuruwat se hi apke fan hai❤
14:55 yahi tak tha safar mera (Arts Background)😂
😅
Good that you made this video, somebody please share this video to the school management. Because according to them students of kindergarten should start learning what ai is. Really I was shocked to hear that a kid in class 3rd was saying I just took a class of ai. When I researched it further what the schools are selling to parents in the name of ai was chapters related to entrepreneurship and evs. There was nothing related to computer science data science or even anything about computers. Everyone is giving this a big hype and made it a illusion. While I truly support that kids and students should know about technology and new advancements coming towards then but there's a correct time for correct things, they lack even the foundation of basic things and thanks to youtube and those tutorials, they think themselves kings but who is there to explain what are they doing. Great people with high intelligence are not able to understand the ai and the the schools expect to teach them to 8 to 10 year olds?
as a student who is thinking of making a shift from web dev to ml this roadmap did gave me a good perspective of what to expect and how to go about learning thanks for such a video sir
after that shift to app development, then cloud, then animation and then back to web dev 👍
@E_ter_nit_y when?
@E_ter_nit_y when?
@@E_ter_nit_y why back to web dev?
@ he will miss web dev and then after a few days abandon it and then AI. And at the end it will all be a time waste
When there are videos from Hitesh sir about any tech, I don't have to worry about it....
He is the Best
I am 16 years old. I have learned JavaScript From you and Now Learning studying React JS. I am very thankful to you for creating the best in-depth courses.
Very good age of 16 learning React
@@arshitrupani age of 16 thoda overwhelming nhi ho gya?
@@AdityaKumar-or9uj bhai y covid ke baad vale advance hai bc us time y bhi nhi pta tha ki pc me kya kya specs dekhne hote hai
Coding with musa 💕 from Lahore Pakistan
@@AdityaKumar-or9uj coding with musa 💕 from Lahore Pakistan
As a student, I think this kind of discussions and insights about data science were much needed ! Thanks sir.
Coding with musa 💕 from Lahore Pakistan
Awsome Content Hitesh sir ji......"NO Nonsense" ......"NO Jargons" sedhi bat.....AI-ML Course will help our community.......Thanks from Bangalore....
Sir we want every detail on our journey . We real want person like you who share the truth and exact path and helps us to carve our own while taking inspiration and reference for others . Love u Sir . Take Care
😊😊😊
Mene suna hai is channel par sirf roadmap nahi bante pure ki puri series ban jati hai, ae baat Kiya sahi hai , agar sahi hai to iski bi puri series aayegi kiya sir ❤❤❤❤🎉🎉
I can say very clearly it's a first video ( in Hindi / Urdu ) where someone talk's what is AI and how it actual work.
I want to learn ai and ml but was confused about how to go for it. This discussion of yours gave me a clear picture , won't say that it cleared everything because no one can until I start doing it on my own and start making mistakes. Thanks for this video and will surely want you to make a course for ai and ml sharing everything you know.
Waiting for Chai aur ML❤
Timestamps (Powered by Merlin AI)
00:05 - Exploring the real challenges of learning AI and ML.
00:45 - Exploring the journey of learning AI and ML basics.
02:13 - Introduction to traditional AI/ML roadmap and its challenges.
03:50 - Introduction to essential math concepts for data manipulation.
05:23 - Machine learning involves various techniques and requires a good understanding of math.
06:06 - Machine Learning relies on algorithms applied to data inputs.
07:47 - Data manipulation enhances machine learning predictions and understanding.
08:31 - Neural networks simplify complex AI concepts, leading to advancements in deep learning.
10:04 - डेटा साइंस एक व्यापक क्षेत्र है जिसमें विभिन्न भूमिकाएँ शामिल हैं।
10:46 - Distinction between Data Science and Data Analysis roles.
12:17 - Understanding prerequisites for entering this field.
13:05 - Understanding advanced vector concepts requires significant effort and prior knowledge.
14:40 - Understanding math is crucial for machine learning success.
15:27 - Matrix operations and data cleaning using NumPy library.
17:26 - Data manipulation is crucial for AI operations and image processing.
18:12 - Spam detection in emails using mathematical equations.
19:32 - Understanding the nuances of JavaScript compared to Python.
20:31 - Future plans for a standalone language course with emphasis on practical coding.
22:17 - Recommended reading for neural networks and ChatGPT insights.
22:59 - Book insights on AI perspectives without technical details.
24:36 - Book provides strong foundation for Python and machine learning.
25:16 - नेटवर्क फजी लॉजिक और जेनेटिक एल्गोरिदम की एक अच्छी किताब है।
26:48 - Understanding weights in neural networks enhances clarity in AI concepts.
27:29 - Understanding the effort behind learning JavaScript and web development.
Bhai Wah maza Agaya har baat clear hai🔥👍
Thank you for giving a meta perspective and clarity, it means a lot. Now it's clear to me that I don't need to worry about ML, it's not for me yet I'd love to watch anything thats uploaded here. Books are great resources of knowledge but it's hard to retain flood of information without proper visuals as compared to videos so I prefer watching videos and doing AI research rather than reading books I've literally burned all kinds of books at the end of 2024, they were sitting in my shelves occupying space for too long. I truely feel books is a harder way to gain knowledge compared to other resources. Yet appreciate how you read all these thick books. Salutes
Need more videos like these,
where you break down each and every part of your learning process, so we do have a lot of way to headstart our learning.
Thanks sir 1 year me sab kuchh ml ai ka sikh sakta hu basic to advance
very excited ...gurudev ❤❤❤❤ waiting for this course ....
Waiting for the Course Sir , I am your student from your first video of chai aur code , now I think it is 1000 video . Thanks a lot for the contents sir , I am currently your Cohort student , waiting for your AI ML .
Coding with musa 💕 from Lahore Pakistan
Your guidance and sharing of personal experiences make me feel like I am learning under your mentorship, and I can't say enough how much it means to me. You truly are an inspiration to me, and because of you, I always set my goals high with a start-small attitude. I don't know if you will read this comment, but I will make sure that your efforts for a person like me count and are worthwhile. Again, Thank you for everything.
I had began with,"Hands on Machine Learning with Sklearn and Kerras" and I was never able to finish it, as it lacks most of the maths so, it turned out to be just about memorizing. I agree that it requires a lot of pre-requisite.
Coding with musa 💕 from Lahore Pakistan
Awesome :)- I really appreciate to share this roadmap to start journey of AI/ML.
Thank you Hitesh Sir, finally we can think that AI/ML is not Aliens stuff and it is also achievable. I respect this from deep of my heart that you are always curious about new tech and dig deep until you get it. we would love to watch more such raw videos and more on AI/ML. Huge Fan sir❤❤
We need this type of content with a clear mindmap. It really helped....
No worries anymore about AI and ML .
Excited for the Upcoming Videos.
Hello doremon ❤
Mja aa gya bhai ❤❤ bs ab jaldi se pura course le aao or ha AI ML ab difficult nhi rha😊
just love it, sir hama aur video chaiha ai ml related
Well ... 🎉🎉🎉 good researcher as well
eagerly waiting for the AI and ML playlist
😃
Thank you sir for all of your tutorials
Jamshid khan from Afghanistan ❤
I m following your videos Hitesh, Heartiest thanks!
Pl continue
Thank you. Please continue. I think It would be really helpful if you can make a series on the book Hands on Machine Learning with scikit learn, Keras and Tensorflow.
13:37 sir, challenge dene ke liye Dhanyawad... ab toh kar ke hi dikhayenge... ek bar please sare topics bata digeye maths ke liye
aur ham chai aur code ko sunney walay araam se hi suntai hain sir
AL AND ML AAB EASY HOGA SIR JI ❤❤
Matrix - singular
Matrices - plural
AI ML, ab dificult nahi raha hai, chai aur code pe jo aa gya hai ❤❤
Sir ji ne roadmap btaya hai to sabse achaa hi btaya hoga 😄😄😄
I like these kind of videos where creator is giving a big picture overview (sort of a mindmap) and not just talking in jargons,
And that's why we like your videos sir tysm
Ab Chai aur AI/ML ❤🎉
Chalo shuru karte hain ultimate AI journey mast chai ke sath! ☕🚀
#ChaiOrAI
Thank you Sir for again inspiring me for ML & AI , i started hating it I'm in the beginning and learned Regression, and after implementing it I was puzzled how could 10 lines of code be called a model, it was definitely a learning curve , it demotivated me but i will not lose hope i will learn as much as I can until I grasp Machine Learning and Deep learning correct.
If anyone who doesn't enjoy...
1. Math and higher calculus...
2. Who can't understand research papers
3. Who cant code an algorithm into code
4. Who can't feature engineer...
Never ever get into this field. Trust me you'll regret getting in this field. This is quite time intensive field.
You might hate me for the comment but dont go into this just because of money.
Superb content sir
Waiting for upcoming tutorials on AI & ML
Very excited for ML / Ai playlist
We value your content. I highly spoke about your content to my mentor (techer)
Mind blowing information. Aaj tak doubts the about ML AI Data Science or Data Engineering, ek acha perpective de diya sochne ke liye. Also the truth about maths part!
As for course, I am following andrew ng course (deeplearning ai) to understand and it looks good.
What are your thoughts?
Thanks, Hitesh, Keep it up.
Thanks for all the content looking forward to learning more sir.❤
Bahut bahut dhanyawaad Sir Ji margdarsan ke liye🙏🙏🙏
Excited for this course
AI & ML course ❤ love you bro
Thank you thank you sir, I really appreciate to share this roadmap 🙏🙏🙏🙏
Now AIML not difficult.. Thanks you sir👍
i am from Arts background and i m a data scientist also landed a job recently in short i m saying if you want began your journey in this field just go for it. It's not that hard he is saying like it's a miracle. Also AI and ML make me fell in love with maths.................
Thik baat h lekin maths to h na. Jb foundation hi maths h to is baat ko chupaya q ja rha h
will wait for this⏰
Let’s go, Sir! We want more videos and your guidance on this interesting topic. #chaiaurcode
awesome video sir
thanks great video plz plz ai & ml course plz
AI ML ab difficult nahi raha hai❤🙌💯🔥
thanks for honest talking ❤
AI ML ab difficult nhi rha, our beloved hitesh sir is here:)
Hey how can i get a jacket like the one in the video. I had a similar jacket of UCB but couldn't figure out the material.😅😅
your concepts are crystal clear
sir what approach you used to learn coding - from official documentation or something else?
your mindset when you learn some concept ?
how to know what I have to learn and how much from that stack?
your response will helps a lot !!
pls reply sir
AI and ML course Plz. Apkee andaz me pura foundation se sekhna ha.
Bahut aacha. Kindly continue.
Yes sir we want more videos like this ❤
I like the way you tell the truth inside this.
Loved this video❤
AI and ML course bhi plan kariye sirji chai ke sath.... Aur content on AI and ML, Deep learning please.....
Most awaited videos ;
One of the best raw video ♥️♥️
Maja aagya basics padh ke
😊 waiting to learn the python the way you have talked about in this video
Great Sir Chai ☕️ ke saath enjoy kar rahe hai video 😇
Coding with musa 💕 from Lahore Pakistan
Sir You are one of a Kind ❤❤❤
Really Helpful roadmap
Going to revise Math. Currently studying calculus at University.
I was ignoring it 😮 but now it's time to focus.
Thank you so much 👍
I'm huge fan of yours , From Nepal | Kathmandu
Coding with musa 💕 from Lahore Pakistan
great effort hitesh sir
you are my ideal sir ji and enjoying very much due to knowing the behind in the CODE
Chai aur Ml❤
Sir very fruitful raw talk ❤,but more opportunities on money part how real world practice or future technology how world will shape topic like cloud computing, cybersecurity etc anything you imagine which we should also know about and research because ai has reduced the learning curve (excluding topic like ai/ml/ data science)😅
Great Video Superb Explnation
Starting 02:15
Sir ap or apki vibes positive!
Coding with musa 💕 from Lahore Pakistan
The last 2 books were in my Bachelors course as I took Soft Computing as one elective subject. These are really good books
if i have good foundation in statics like corelations karl perason mean midean mode z test f test then i go for ai engenerring