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Build ML Production Grade Projects For Free | MLOps Course For Beginners 

Ayush Singh
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Welcome to our MLOps Course! This isn't just another Machine Learning course. It's a comprehensive guide to MLOps, a field that helped me secure high-paying roles at international companies, including a US-based firm offering twice the pay of Google India.
This course will guide you through an end-to-end MLOps project, covering everything from data ingestion to deployment, using state-of-the-art tools like ZenML, MLflow, and various MLOps libraries. If you're eager to explore this emerging field with limited resources, this course is your goldmine. Let's get started!
Github:- github.com/ayu...
🔥 Enroll in our FREE LMS for the full learning experience, including detailed lecture notes, assignments, and a learning plan to complete the course in just 1 month: lms.antern.co/...
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27 авг 2024

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Комментарии : 190   
@AyushSinghSh
@AyushSinghSh 9 месяцев назад
I'm also running an exclusive webinar for students who are serious about learning data science, consider going over here and reading more about it - topmate.io/ayush_singh13/649984
@abdurrahman9594
@abdurrahman9594 8 месяцев назад
Timeline stamps 0 to 48:10 - Collab explanation (not required) 48:11 - 1:54:40 - Zenml implementation 1:54:40 to 2:11:06 - MLFlow Experiment Tracker implementation 2:11:15 to 2:46:00 - MLflow model local deployment 2:46:28 - 3:01:14 - Deploying and building streamlit application
@dharmaraj7411
@dharmaraj7411 Год назад
Thank you ayush for this excellent content. I am a data scientist it will help me lot to upskill myself. Requesting you to make a course on LLMs as your explanations to the real time scenarios is great. It will help lot of people to understand better on LLMs.
@devharal6541
@devharal6541 11 месяцев назад
The way you solve those error is so good!! None of them does this. completed whole video, thanks Ayush!
@shwetabhat9981
@shwetabhat9981 Год назад
Finally some good content on Mlops . Thank you so much 🎉 Keep growing
@AyushSinghSh
@AyushSinghSh Год назад
My pleasure 😊
@programwithpradhan
@programwithpradhan Год назад
Hii Ayush, That's one of the best video on mlops i have ever seen. Could you please make another one related to deep learning or object detection completely end to end like this
@abineshshiva9211
@abineshshiva9211 11 месяцев назад
Please create a playlist for MLOPs projects like this. It's very useful, Thanks Ayush
@aiwithak256
@aiwithak256 Год назад
This kind of knowledge will help you get a Job. Awesome content bro. Keep it up ❤
@AyushSinghSh
@AyushSinghSh Год назад
Thank you, I will
@sapnilpatel1645
@sapnilpatel1645 8 месяцев назад
Great video bro, Thanks for making it. We definitely want one more video on MLOps.
@ZenML
@ZenML Год назад
Great Ayush! Looking forward to many more videos :-)
@AyushSinghSh
@AyushSinghSh Год назад
Thank you so much for providing us with great lib.
@sabyspeaksonline
@sabyspeaksonline Год назад
I am working in Devops as well as GenAI. Thanks for sharing the details.
@AyushSinghSh
@AyushSinghSh Год назад
Sure
@javascriptmastery2493
@javascriptmastery2493 6 месяцев назад
Best video on entire word, thanks ayush🎉
@boseashish
@boseashish 28 дней назад
really a good and concise explanation. thank you for your efforts sir!!
@raoanirudhra7692
@raoanirudhra7692 Год назад
you are really amazing the way you explaining in detail thankyou for making such a nice content
@ghanshyamgupta4861
@ghanshyamgupta4861 Год назад
Hey Ayush, thanks for your free course on linear regression, but I want to PURCHASE your CORE MACHINE LEARNING course, do you have any special discount on it as your MACHINE LEARNING ENGINEERING course has ????????????
@AyushSinghSh
@AyushSinghSh Год назад
Hi - Both courses are same, Core ML is of previous batch and Machine Learning Engineering is for the updated batch. So You can go ahead in getting Machine Learning Engineering course for the same
@surajmota6415
@surajmota6415 Год назад
Can you also show 2 more components in other MLOps project.. 1. Automatically fetching data from SQL server... 2. Data drift Both these components also define in this code..it will be great from your end.
@captainfun8629
@captainfun8629 Год назад
hey ayush your communication skills is very extraordinary and my question is that how to build communication skills and how did you bulid your communication skills ,because It's communication skill is important to job , univercity that's my point and please make video .
@captainfun8629
@captainfun8629 Год назад
I have watched your all videos and did subscribed and like Ayush for you and your videos ❤❤❤❤❤❤❤
@eugeniosp3
@eugeniosp3 2 месяца назад
This video helped me decide I hate machine learning. Thank you!!
@bheeshmak.s5125
@bheeshmak.s5125 4 месяца назад
Excellently structured video... Ty man...
@winwiths.g6155
@winwiths.g6155 11 месяцев назад
Hey ayush , I was watching your videos regarding data science machine learning and everything at just the age of 14! Just amazing and wanted to understand as me being a 14 yr old what could be the basic roadmap I can follow for machine learning , deep learning , computer vision , NLP and how can I understand the concepts of complex mathematics used in data science like how do I understand all these concepts at just the age of 14 years , please help me through my journey.. Best regards Shaurya
@HarshSingh-zp7jb
@HarshSingh-zp7jb 10 месяцев назад
Hey, Friend, my name is Harsh and I am a 13-year old Deep Learning Enthusiast, its wonderful to know that you are doing this, I have learned a lot about Deep Learning, Computer Vision and NLP, ANN and Time-Series and recently enough I got a TensorFlow Developer Certificate as well, even I need to learn more about MLOPs since its very much related to this Deep Learning , ANYways happy learning!!
@58-syan-aryansonawane41
@58-syan-aryansonawane41 9 месяцев назад
Can you please tell how and from where do you got your TensorFlow developer certificate..would be really helpful. @@HarshSingh-zp7jb
@bhu0091
@bhu0091 6 месяцев назад
​@@HarshSingh-zp7jbman I'm 22y just started learnin python 🙂
@meetomar861
@meetomar861 Год назад
Hi Ayush, you are doing a great job 👍 Is true that MLops is not an entry level job? I mean you need to work in several other roles initially before you can be hired as an MLops!
@AyushSinghSh
@AyushSinghSh Год назад
it depends
@danishammar.official
@danishammar.official 8 месяцев назад
@AyushSinghSh, thanx for this video , i have watched your few videos before i really like your style of explaining difficult things in very easy way, hope to see more from you. Thanx again for such valuable content on mlops .
@mochammadrevaldi1790
@mochammadrevaldi1790 7 месяцев назад
Thank you!! Can I implement ZenML from an on-premise server?
@anefuoche1053
@anefuoche1053 10 месяцев назад
this is really the creamy layer. thank you for this tutorial
@GeetaBarot-vu4gf
@GeetaBarot-vu4gf Год назад
Sir do you have any Independence Day Discount on your Core Machine Learning course? I also want to purchase it..Please reply..
@lug__aman
@lug__aman Год назад
hey ayush i completed whole data science also MLops syllabus 1 year ago i am working as a intern in startup i want to target us based companies can you please provide some podcast like things
@SanjeevKumar-dr6qj
@SanjeevKumar-dr6qj Год назад
Bro, best course for free of cost. Please create one more project with kubeflow also .
@hendoitechnologies
@hendoitechnologies Месяц назад
can you post full course video of machine learning and deep learning and chatgpt prototype from end to end build project with hosting..
@praveenvishnu17
@praveenvishnu17 Год назад
While deploying I got an error, Daemon functionality is currently not supported on Windows. Daemon's service failed. I tried to create a new stack to deploy as you suggested in the video, but, I'm still facing the same issue...
@praveenvishnu17
@praveenvishnu17 11 месяцев назад
@@abdurrahman9594 no not yet
@ARUNKUMAR-kc4oh
@ARUNKUMAR-kc4oh 9 месяцев назад
On windows, we need to install WSL (linux in windows) & ubuntu distribution (any Linux dist) and then install conda along with required environment. After the successfully environment creation, run the commands as in video, it will work.
@karthikkc943
@karthikkc943 8 месяцев назад
thank you
@trongang8914
@trongang8914 3 месяца назад
hi everybody, while trying to execute the final line "python run_deployment.py --config predict" I have been running into this Error, which basically said that there is no existing service from line 113 deployment_pipeline.py: "RuntimeError: No MLflow prediction service deployed by the mlflow_model_deployer_step step in the continuous_deployment_pipeline pipeline for the 'model' model is currently running." can somebody help?
@amahdaniel3633
@amahdaniel3633 28 дней назад
Just had the same error! Please howdid youresolve this?
@ramanathanramanathan5860
@ramanathanramanathan5860 11 месяцев назад
Windows vs Mac which is best option for machine learning at the price of 1 lakh rupee
@mdmusaddique_cse7458
@mdmusaddique_cse7458 5 месяцев назад
Thanks for making such videos!
@lug__aman
@lug__aman Год назад
Amazing course thanks
@AyushSinghSh
@AyushSinghSh Год назад
Very welcome
@Mobilemaniaplays
@Mobilemaniaplays 11 месяцев назад
Bro can bring some projects based learning videos, where you not only focus on teaching theory but also implementing that in project?
@sanniboyinavenkatakiran9536
Its is the only lecture or u r going deliver more ???
@GhadeerAbodi
@GhadeerAbodi Месяц назад
As you said there are thousands of lines to train a model, can you give me an example ?
@The-zq7iv
@The-zq7iv Месяц назад
Ayush can we do this integration in colab because my local computer specification too low
@pavankumarmantha
@pavankumarmantha Год назад
@Ayush: small suggestion, I see in some slides you used the greatly used jargon as "AI / ML" but it should not be used in that way. the reason is AI is discipline and ML is sub part of that discipline, more over if you use AI/ML that means these can be interchangeably used. if this makes sense please correct it.
@TheJbh147
@TheJbh147 11 месяцев назад
AI is a an area of ML which is a field that incorporates practices and theories from several different fields.
@johnwig285
@johnwig285 11 месяцев назад
​@@TheJbh147sorry but ill correct u. U got it backwards. Machine Learning IS a subset of Artificial Intelligence. Not the other way round. If you want to understand better, u can refer to any venn diagram regarding this issue.
@dti3089
@dti3089 Год назад
When will new ml batch will startee
@sahiltiwari256
@sahiltiwari256 2 месяца назад
hey ayush i tried a lot but zenml is not installing in my system i dont know why it was not installing i tries almost everything but it did not happen anything Defaulting to user installation because normal site-packages is not writeable ERROR: Invalid requirement: 'zenml ['
@aanant_
@aanant_ Год назад
Thanks Ayush , where can I consult you or your team if I have some doubts regarding somethings?
@AyushSinghSh
@AyushSinghSh Год назад
By Emailing - team@antern.co
@vasoyarutvik2897
@vasoyarutvik2897 6 месяцев назад
this course is very good
@fahadbawazir1771
@fahadbawazir1771 Год назад
Hi Singh, make full length video on DATA ENGINEERING
@harish00784
@harish00784 Год назад
Thank you so so much Ayush❤
@sunildhakad5219
@sunildhakad5219 11 месяцев назад
Thank you very much Ayush
@user-xi7rz1mi6c
@user-xi7rz1mi6c Год назад
Hi ayush I just want to ask u that should i learn first the whole ml and data science from your given roadmaps or what should i learn first to start this mlops course plss replyy mee pls i am much confused
@codingwithsatyam
@codingwithsatyam 9 месяцев назад
Is this course covers CI/CD and other important DevOps topics for ml
@itsRemco
@itsRemco 11 месяцев назад
Nice video! Can you add timestamps?
@aryangavale4878
@aryangavale4878 Год назад
i am currently learning web dev, can i go one with this course also ?
@shapovalentine
@shapovalentine 10 месяцев назад
It's a real hell of an experience
@AyushSinghSh
@AyushSinghSh 9 месяцев назад
😂
@premshiva4595
@premshiva4595 Год назад
Thanks a lot💯
@AyushSinghSh
@AyushSinghSh Год назад
You're welcome 😊
@SarkarAniruddha
@SarkarAniruddha Год назад
what's your thoughts about kedro?
@VivekParekh0910
@VivekParekh0910 8 месяцев назад
Amazing work
@sanathanadharmama
@sanathanadharmama Год назад
Hi bro for starters can u provide road map from basics.. thanks in advance 😀😀😀😊
@amahdaniel3633
@amahdaniel3633 28 дней назад
Please I'm stuck here: Step prediction_service_loader has started. Failed to run step prediction_service_loader after 1 retries. Exiting. No MLflow prediction service deployed by the mlflow_model_deployment_step step in the continuous_deployment_pipeline pipeline for the 'model' model is currently running. even though I can see the "continuous_deployment_pipeline" on mymlflow Would appreciate your assistance.
@sanjay_m1273
@sanjay_m1273 27 дней назад
Hey I got stuck at tracking_ui would you help me I don't know what to do
@amahdaniel3633
@amahdaniel3633 27 дней назад
@@sanjay_m1273 Hey what do you mean? Are you on discord?
@amahdaniel3633
@amahdaniel3633 27 дней назад
@@sanjay_m1273 hey I don't get your question? Are you on discord?
@SaiKiranMajji-ck8ng
@SaiKiranMajji-ck8ng 3 месяца назад
Please make a playlist ayush!!!
@sumsahsumsah8507
@sumsahsumsah8507 Год назад
Bro you're doing great job 👍👍👍👍
@AyushSinghSh
@AyushSinghSh Год назад
Thank you so much 😀
@sahiltiwari256
@sahiltiwari256 3 месяца назад
can you plese tell me that how can we deploy that project so that i can share it with everyone
@jaygupta4214
@jaygupta4214 11 месяцев назад
Absolutely easy to understand thanks keep growing man
@ShubhamAware18
@ShubhamAware18 9 месяцев назад
Hey Ayush, you have been a great inspiration to me. I am currently using Windows 10. Can I use ZenML?
@ravind2704
@ravind2704 8 месяцев назад
I found some sort of errors on Windows. So, consider using WSL or Linux.
@sapnilpatel1645
@sapnilpatel1645 8 месяцев назад
Yes you can. Even I am also using Windows. Just remember one thing use this command "zenml up --blocking" instead of this "zenml up"
@krox477
@krox477 Год назад
Thanks for sharing knowledge
@mohammedismail6872
@mohammedismail6872 Год назад
hey, i'm having a question, i want to make an ml model using gpt. how can i do it for free in starting. like after goign further maybe I can gain revenue and pay for gpt but for now how can i access it for free. I have already used the credits
@PanneerYuvaraja
@PanneerYuvaraja 10 месяцев назад
This is impressive ! How much years do you have in your careear ? Is it all in DevOps ? Let me know as I am just curious
@CSKdataLab
@CSKdataLab Год назад
Ayush, its great to see you spread knowledge on really important topics and skills required in AI/ML/DS community. But, please try to script your videos before you record (what you will say & when). Sometimes you fumble, say redundant things, unclear pronunciations, which lowers the impact of your content.
@AyushSinghSh
@AyushSinghSh Год назад
Noted
@gustavojuantorena
@gustavojuantorena Год назад
Thank you!
@hozaifaanwar2795
@hozaifaanwar2795 Год назад
Where do we get the resources for this course? I can't find.Plz help
@world4coding
@world4coding 10 месяцев назад
I just loved that
@rafhaff7153
@rafhaff7153 Год назад
I'm a big fan of you.
@saimanisha4378
@saimanisha4378 11 месяцев назад
Make videos on Mlops advanced videos for learners
@berry3269
@berry3269 8 месяцев назад
@AyushSinghsh i had a issue in run pipeline where I coildnt see dataset parameters and artifacts in mlflow ui only I can see the metrics how to resolve the issue please help me
@deadpoetalive4182
@deadpoetalive4182 Год назад
God content 🛐
@AbdullahAlMamun-io8pg
@AbdullahAlMamun-io8pg Год назад
Thanks a lot ❤
@licklock8406
@licklock8406 Год назад
Thanks for putting this content
@smackiaa
@smackiaa Год назад
i keep getting this error ```RuntimeError: no validator found for , see `arbitrary_types_allowed` in Config``` can you help me with this?
@ayushbaranwal1094
@ayushbaranwal1094 Год назад
Dear Ayush, I want to join your course, can you help me with when the next batch will start?
@AyushSinghSh
@AyushSinghSh Год назад
Not sure when it's starting
@shadyshaker7819
@shadyshaker7819 4 месяца назад
Thanks for this video . Please, which design patterns are used in this project
@ijaAI
@ijaAI 3 месяца назад
strategy Design Pattern
@healthylivingusa
@healthylivingusa Год назад
If I buy your data science ML course can I use this skill for my trading carrier . Help me
@AyushSinghSh
@AyushSinghSh Год назад
yeah definitely, there are many usecases.
@lightyagami7085
@lightyagami7085 11 месяцев назад
"no runs logged" says my MLFLOW instance what to do I followed the tutorial step by step
@user-sx4gx1ck2u
@user-sx4gx1ck2u Год назад
How to become a ML engineer could you guide us bro please?
@zshortsfeed6862
@zshortsfeed6862 Год назад
which theme you are using? please tell me
@vijaisankar6541
@vijaisankar6541 Год назад
Dear Ayush please answer this. In your course details, its written that Core ML course have a starting date and its somewhere around mid May. So, is it possible to join the course now or should I wait until next May?
@AyushSinghSh
@AyushSinghSh Год назад
No, you can join now too, you can start learning on any pace.
@adeolaayandeyi4885
@adeolaayandeyi4885 5 месяцев назад
Great tutorial but I keep getting this error 'RuntimeError: No MLflow prediction service deployed by the mlflow_model_deployer_step step in the continuous_deployment_pipeline pipeline for the 'model' model is currently running. Would someone be able to help with this? Thank you
@TesterYT-ds1ru
@TesterYT-ds1ru 4 месяца назад
solved ??
@adeolaayandeyi4885
@adeolaayandeyi4885 4 месяца назад
@@TesterYT-ds1ru not yet. Still looking for the solution
@TesterYT-ds1ru
@TesterYT-ds1ru 3 месяца назад
@@adeolaayandeyi4885 i found the solution do u need ??
@sofengr6709
@sofengr6709 Месяц назад
​@@TesterYT-ds1ru Go ahead please i need
@TesterYT-ds1ru
@TesterYT-ds1ru Месяц назад
@@sofengr6709 i just run zenml clean and zenml init. again
@ishtiaqahmed9150
@ishtiaqahmed9150 Год назад
When your machine learning engineering batch will start??
@amiteshsharma3523
@amiteshsharma3523 Год назад
bro you are such good data scientist why don't you put up it's course it would be really helpful based on r programming
@AyushSinghSh
@AyushSinghSh Год назад
Hmm yeah
@aarya9803
@aarya9803 7 месяцев назад
What laptop best for machine learning
@chandiraprabha
@chandiraprabha Год назад
Other than mac can anyone suggest me a good laptop for coding and doing ml based projects
@Sunnykhatnani
@Sunnykhatnani Месяц назад
Asus rog or tuf
@abdurrahman9594
@abdurrahman9594 11 месяцев назад
Can we select this as a final year project?
@AyushSinghSh
@AyushSinghSh 11 месяцев назад
Yes
@abdurrahman9594
@abdurrahman9594 11 месяцев назад
@@AyushSinghSh Ok thank you
@chakrabarti9634
@chakrabarti9634 4 месяца назад
Hey can you tell me prerequisite of this project😊​@@abdurrahman9594
@saivaraprasadwd1867
@saivaraprasadwd1867 Год назад
Thank you 🕐 ✅
@vishnudarshan4762
@vishnudarshan4762 8 месяцев назад
Hi Ayush. Is this full course available on antern ?. I tried visiting the site but the courses page is not loading.
@dhrubarajroy_0865
@dhrubarajroy_0865 Год назад
thanks Ayush... I really need this free resources ❤😊
@crrash4567
@crrash4567 Год назад
oh really😅🤭🤫
@dhrubarajroy_0865
@dhrubarajroy_0865 Год назад
@@crrash4567 yes.....
@AyushSinghSh
@AyushSinghSh Год назад
@@crrash4567 lol
@manojtalluri5087
@manojtalluri5087 Год назад
Hii Ayush, After DevOps it is good learn MLOps or what is after DevOps
@avinavkashyap8802
@avinavkashyap8802 Год назад
Can u launch a mlops course from beginner to advanced
@aanant_
@aanant_ Год назад
He did , do some research bruh , no spponfeeding here
@soundbeans
@soundbeans 7 месяцев назад
No model monitoring?
@sourabhtiwari5137
@sourabhtiwari5137 9 месяцев назад
Is data structures is imp for data science roles?
@shapovalentine
@shapovalentine 10 месяцев назад
4th day can't install reqirements.txt ((((
@bhagwa_dhari9364
@bhagwa_dhari9364 11 месяцев назад
Hey ayush , unable to enroll in your course , tried re aching by m ail but didn't get respond?/?
@koushalyas9555
@koushalyas9555 Год назад
How image processing is done I'm ml any algorithm for research like gastrointestinal can u pls guide me iam doing research project related to that
@arunponugoti1084
@arunponugoti1084 Год назад
Hey Ayush, thanx for the video, As a devops engineer, does it usefull for me if i learn MLOps for future, i have no idea how ml, AI works . but i want to lern give me your inputs
@manokaranmanivasakan5141
@manokaranmanivasakan5141 Год назад
Good job
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