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

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/ayush714/customer-...
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[@AyushSinghSh]

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]

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]

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]

The way you solve those error is so good!! None of them does this. completed whole video, thanks Ayush!

[@abineshshiva9211]

Please create a playlist for MLOPs projects like this. It's very useful, Thanks Ayush

[@programwithpradhan]

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

[@shwetabhat9981]

Finally some good content on Mlops . Thank you so much 🎉 Keep growing

[@AyushSinghSh]

My pleasure 😊

[@raoanirudhra7692]

you are really amazing the way you explaining in detail thankyou for making such a nice content

[@sapnilpatel1645]

Great video bro, Thanks for making it. We definitely want one more video on MLOps.

[@javascriptmastery2493]

Best video on entire word, thanks ayush🎉

[@bheeshmak.s5125]

Excellently structured video... Ty man...

[@ZenML]

Great Ayush! Looking forward to many more videos :-)

[@AyushSinghSh]

Thank you so much for providing us with great lib.

[@sabyspeaksonline]

I am working in Devops as well as GenAI. Thanks for sharing the details.

[@AyushSinghSh]

Sure

[@aiwithak256]

This kind of knowledge will help you get a Job. Awesome content bro. Keep it up ❤

[@AyushSinghSh]

Thank you, I will

[@mdmusaddique_cse7458]

Thanks for making such videos!

[@danishammar.official]

@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 .

[@anefuoche1053]

this is really the creamy layer. thank you for this tutorial

[@harish00784]

Thank you so so much Ayush❤

[@VivekParekh0910]

Amazing work

[@sunildhakad5219]

Thank you very much Ayush

[@gustavojuantorena]

Thank you!

[@SanjeevKumar-dr6qj]

Bro, best course for free of cost. Please create one more project with kubeflow also .

[@krox477]

Thanks for sharing knowledge

[@AbdullahAlMamun-io8pg]

Thanks a lot ❤

[@vasoyarutvik2897]

this course is very good

[@lug__aman]

Amazing course thanks

[@AyushSinghSh]

Very welcome

[@licklock8406]

Thanks for putting this content

[@rafhaff7153]

I'm a big fan of you.

[@sumsahsumsah8507]

Bro you're doing great job 👍👍👍👍

[@AyushSinghSh]

Thank you so much 😀

[@eugeniosp3]

This video helped me decide I hate machine learning. Thank you!!

[@world4coding]

I just loved that

[@saivaraprasadwd1867]

Thank you 🕐 ✅

[@karthikkc943]

thank you

[@lug__aman]

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

[@mochammadrevaldi1790]

Thank you!! Can I implement ZenML from an on-premise server?

[@user-xi7rz1mi6c]

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

[@manokaranmanivasakan5141]

Good job

[@fahadbawazir1771]

Hi Singh, make full length video on DATA ENGINEERING

[@premshiva4595]

Thanks a lot💯

[@AyushSinghSh]

You're welcome 😊

[@jaygupta4214]

Absolutely easy to understand thanks keep growing man

[@Mobilemaniaplays]

Bro can bring some projects based learning videos, where you not only focus on teaching theory but also implementing that in project?

[@shapovalentine]

It's a real hell of an experience

[@AyushSinghSh]

😂

[@sanniboyinavenkatakiran9536]

Its is the only lecture or u r going deliver more ???

[@PanneerYuvaraja]

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

[@SaiKiranMajji-ck8ng]

Please make a playlist ayush!!!

[@SarkarAniruddha]

what's your thoughts about kedro?

[@captainfun8629]

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]

I have watched your all videos and did subscribed and like Ayush for you and your videos ❤❤❤❤❤❤❤

[@berry3269]

@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

[@zshortsfeed6862]

which theme you are using? please tell me

[@aryangavale4878]

i am currently learning web dev, can i go one with this course also ?

[@sanathanadharmama]

Hi bro for starters can u provide road map from basics.. thanks in advance 😀😀😀😊

[@mohammedismail6872]

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

[@chandiraprabha]

Other than mac can anyone suggest me a good laptop for coding and doing ml based projects

[@hozaifaanwar2795]

Where do we get the resources for this course? I can't find.Plz help

[@GeetaBarot-vu4gf]

Sir do you have any Independence Day Discount on your Core Machine Learning course? I also want to purchase it..Please reply..

[@ghanshyamgupta4861]

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]

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

[@itsRemco]

Nice video! Can you add timestamps?

[@ishtiaqahmed9150]

When your machine learning engineering batch will start??

[@winwiths.g6155]

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]

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]

Can you please tell how and from where do you got your TensorFlow developer certificate..would be really helpful. @@HarshSingh-zp7jb

[@bhu0091]

​@@HarshSingh-zp7jbman I'm 22y just started learnin python 🙂

[@vijaisankar6541]

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]

No, you can join now too, you can start learning on any pace.

[@dchanti3089]

When will new ml batch will startee

[@surajmota6415]

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.

[@meetomar861]

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]

it depends

[@vishnudarshan4762]

Hi Ayush. Is this full course available on antern ?. I tried visiting the site but the courses page is not loading.

[@codingwithsatyam]

Is this course covers CI/CD and other important DevOps topics for ml

[@manojtalluri5087]

Hii Ayush, After DevOps it is good learn MLOps or what is after DevOps

[@aarya9803]

What laptop best for machine learning

[@deadpoetalive4182]

God content 🛐

[@sourabhtiwari5137]

Is data structures is imp for data science roles?

[@saimanisha4378]

Make videos on Mlops advanced videos for learners

[@ramanathanramanathan5860]

Windows vs Mac which is best option for machine learning at the price of 1 lakh rupee

[@saimanisha4378]

Will you provide all these in your course?

[@bhagwa_dhari9364]

Hey ayush , unable to enroll in your course , tried re aching by m ail but didn't get respond?/?

[@smackiaa]

i keep getting this error ```RuntimeError: no validator found for , see `arbitrary_types_allowed` in Config``` can you help me with this?

[@koushalyas9555]

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

[@ShubhamAware18]

Hey Ayush, you have been a great inspiration to me. I am currently using Windows 10. Can I use ZenML?

[@ravind2704]

I found some sort of errors on Windows. So, consider using WSL or Linux.

[@sapnilpatel1645]

Yes you can. Even I am also using Windows. Just remember one thing use this command "zenml up --blocking" instead of this "zenml up"

[@aanant_]

Thanks Ayush , where can I consult you or your team if I have some doubts regarding somethings?

[@AyushSinghSh]

By Emailing - [e-mail]

[@moyeenshaikh4378]

Is it worth if data engineers learn mlops? Will it be relevant in their career

[@dhrubarajroy_0865]

thanks Ayush... I really need this free resources ❤😊

[@crrash4567]

oh really😅🤭🤫

[@dhrubarajroy_0865]

@@crrash4567 yes.....

[@AyushSinghSh]

@@crrash4567 lol

[@sahiltiwari256]

can you plese tell me that how can we deploy that project so that i can share it with everyone

[@shadyshaker7819]

Thanks for this video . Please, which design patterns are used in this project

[@ijaAI]

strategy Design Pattern

[@JayAryavart_._108]

Please tell theme name of ur vs code ide

[@soundbeans]

No model monitoring?

[@user-sx4gx1ck2u]

How to become a ML engineer could you guide us bro please?

[@IrkyMan]

Where can we apply or find jobs on AI ML MLops ?

[@trongang8914]

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?

[@praveenvishnu17]

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]

@@abdurrahman9594 no not yet

[@ARUNKUMAR-kc4oh]

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.

[@lightyagami7085]

"no runs logged" says my MLFLOW instance what to do I followed the tutorial step by step

[@arunponugoti1084]

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

[@saimanisha4378]

Make videos on mlflow

[@GaneshKumarC2002]

OperationalError: (sqlite3.OperationalError) no such table: workspace. I get this error when I initialize the zenml...Please can you provide some feedback or solution for this?

[@user-di6vv9ly9u]

Use a conda environment instead of menv. Worked for me.

[@pavankumarmantha]

@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]

AI is a an area of ML which is a field that incorporates practices and theories from several different fields.

[@johnwig285]

​@@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.

[@darshanraykar]

Why your website is offline 😢

[@BitterTruth24]

What is mlops course name . Post link here

[@ayushbaranwal1094]

Dear Ayush, I want to join your course, can you help me with when the next batch will start?

[@AyushSinghSh]

Not sure when it's starting

[@shapovalentine]

4th day can't install reqirements.txt ((((

[@CSKdataLab]

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]

Noted

[@healthylivingusa]

If I buy your data science ML course can I use this skill for my trading carrier . Help me

[@AyushSinghSh]

yeah definitely, there are many usecases.

[@sahiltiwari256]

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 ['

[@avinavkashyap8802]

Can u launch a mlops course from beginner to advanced

[@aanant_]

He did , do some research bruh , no spponfeeding here