Build ML Production Grade Projects For Free | MLOps Course For Beginners
ฝัง
- เผยแพร่เมื่อ 9 ก.ย. 2024
- 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!
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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
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.
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
The way you solve those error is so good!! None of them does this.
completed whole video, thanks Ayush!
Finally some good content on Mlops . Thank you so much 🎉 Keep growing
My pleasure 😊
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
Please create a playlist for MLOPs projects like this. It's very useful, Thanks Ayush
This kind of knowledge will help you get a Job.
Awesome content bro.
Keep it up ❤
Thank you, I will
Great Ayush! Looking forward to many more videos :-)
Thank you so much for providing us with great lib.
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.
I am working in Devops as well as GenAI. Thanks for sharing the details.
Sure
Great video bro, Thanks for making it.
We definitely want one more video on MLOps.
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 ????????????
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
Best video on entire word, thanks ayush🎉
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 .
I have watched your all videos and did subscribed and like Ayush for you and your videos ❤❤❤❤❤❤❤
you are really amazing the way you explaining in detail thankyou for making such a nice content
really a good and concise explanation. thank you for your efforts sir!!
This video helped me decide I hate machine learning. Thank you!!
Thank you!!
Can I implement ZenML from an on-premise server?
thank you
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
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!!
Can you please tell how and from where do you got your TensorFlow developer certificate..would be really helpful.
@@HarshSingh-zp7jb
@@HarshSingh-zp7jbman I'm 22y just started learnin python 🙂
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!
it depends
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
Sir do you have any Independence Day Discount on your Core Machine Learning course? I also want to purchase it..Please reply..
Excellently structured video... Ty man...
this is really the creamy layer. thank you for this tutorial
@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 .
Bro, best course for free of cost. Please create one more project with kubeflow also .
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?
Just had the same error! Please howdid youresolve this?
Its is the only lecture or u r going deliver more ???
can you post full course video of machine learning and deep learning and chatgpt prototype from end to end build project with hosting..
Windows vs Mac which is best option for machine learning at the price of 1 lakh rupee
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...
@@abdurrahman9594 no not yet
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.
Bro can bring some projects based learning videos, where you not only focus on teaching theory but also implementing that in project?
Thanks for making such videos!
i am currently learning web dev, can i go one with this course also ?
@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.
AI is a an area of ML which is a field that incorporates practices and theories from several different fields.
@@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.
Is this course covers CI/CD and other important DevOps topics for ml
When will new ml batch will startee
Thanks Ayush , where can I consult you or your team if I have some doubts regarding somethings?
By Emailing - team@antern.co
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
what's your thoughts about kedro?
Hi Singh, make full length video on DATA ENGINEERING
Nice video! Can you add timestamps?
Thank you very much Ayush
Amazing course thanks
Very welcome
As you said there are thousands of lines to train a model, can you give me an example ?
this course is very good
Thanks a lot💯
You're welcome 😊
Thank you so so much Ayush❤
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
I just loved that
Please make a playlist ayush!!!
God content 🛐
Hi bro for starters can u provide road map from basics.. thanks in advance 😀😀😀😊
It's a real hell of an experience
😂
Thanks for sharing knowledge
Amazing work
Hey Ayush, you have been a great inspiration to me. I am currently using Windows 10. Can I use ZenML?
I found some sort of errors on Windows. So, consider using WSL or Linux.
Yes you can. Even I am also using Windows.
Just remember one thing use this command "zenml up --blocking" instead of this "zenml up"
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
Thanks for putting this content
I'm a big fan of you.
Thank you!
Absolutely easy to understand thanks keep growing man
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.
Noted
Ayush can we do this integration in colab because my local computer specification too low
man explain properly y certain lines of code is written simply ur explain in deployment pipeline unable to understand beginner friendly
Where do we get the resources for this course? I can't find.Plz help
Make videos on Mlops advanced videos for learners
Bro you're doing great job 👍👍👍👍
Thank you so much 😀
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 ['
Thank you 🕐 ✅
Thanks for this video . Please, which design patterns are used in this project
strategy Design Pattern
When your machine learning engineering batch will start??
If I buy your data science ML course can I use this skill for my trading carrier . Help me
yeah definitely, there are many usecases.
Dear Ayush, I want to join your course, can you help me with when the next batch will start?
Not sure when it's starting
How to become a ML engineer could you guide us bro please?
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
Hmm yeah
@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
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
which theme you are using? please tell me
thanks Ayush... I really need this free resources ❤😊
oh really😅🤭🤫
@@crrash4567 yes.....
@@crrash4567 lol
ZenML does not even run on windows. Ah yes yes I did use --blocking and also --docker. On doint --blocking it shows me only a blank html page nothing else and docker thing does not even run
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?
No, you can join now too, you can start learning on any pace.
What laptop best for machine learning
"no runs logged" says my MLFLOW instance what to do I followed the tutorial step by step
Good job
Hii Ayush, After DevOps it is good learn MLOps or what is after DevOps
Can we select this as a final year project?
Yes
@@AyushSinghSh Ok thank you
Hey can you tell me prerequisite of this project😊@@abdurrahman9594
Is data structures is imp for data science roles?
can you plese tell me that how can we deploy that project so that i can share it with everyone
i keep getting this error ```RuntimeError: no validator found for , see `arbitrary_types_allowed` in Config```
can you help me with this?
Hi Ayush. Is this full course available on antern ?. I tried visiting the site but the courses page is not loading.
Other than mac can anyone suggest me a good laptop for coding and doing ml based projects
Asus rog or tuf
Can u launch a mlops course from beginner to advanced
He did , do some research bruh , no spponfeeding here
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.
Hey I got stuck at tracking_ui would you help me
I don't know what to do
@@sanjay_m1273 Hey what do you mean? Are you on discord?
@@sanjay_m1273 hey I don't get your question? Are you on discord?
No model monitoring?
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
Hi Ayush, how can I install lightgbm without any problems?
Hey ayush , unable to enroll in your course , tried re aching by m ail but didn't get respond?/?