Versioning ML Models & Automating ML Pipelines Effectively using DVC & CML | #dvc

preview_player
Показать описание
In this video for complete beginners, I'll teach you about Data Version Control (DVC), a tool for adapting Git version control to machine learning projects.

DVC and CML are the tools that help us in versioning and automating the Machine Learning models and complete end-to-end pipelines. This video illustrates the demonstration of the complete end-to-end machine learning pipeline using DVC involving data and model versioning.

Follow me on below social media,

To know more about me,

Drop me mail if you need any help,

Tags:
DVC,CML,Data Version Control,Continuous Machine Learning,Model Versioning,Automating ML Pipelines,CI/CD for Deep Learning Project,CI/CD for ML Project,Data Versioning Python,Deep Learning,Data Science,version control,data science,machine learning,dvc,gitops,github,gitlab,best practices,version control best practices,version control software,open source,version control tutorial,version control in data science,git for data science,git for data scientists

#dvc #ml #datascience
Рекомендации по теме
Комментарии
Автор

Great explanation. Thanks for making this video

adityarathore
Автор

Great explanation. Thanks for putting this together.

chriswesterhold
Автор

Typically, we utilize ipynb notebooks, but can these notebooks be employed for deploying models, or is it obligatory to exclusively use .py files?

thamizhansudip
Автор

Excellent video! Thank you for sharing. Definitely deserves more views.
I am a complete DVC beginner and have a question: when you visualize dag, it looks like there is some conditional logic, where you have two paths: featurize->train->evaluate or just featurize->evaluate. But how is this decided? where is the conditional logic that defines this? I cant find anything in the yaml file that does this.

pawanbhandarkar
Автор

It is an interesting video! Can it support APIs also ? Like a rest api with flask. If it .. please make a video on that or refer some articles . Thanks a lot

mohitsinghpawar
Автор

Where is that containerization comes into play?? Where it can fit in the big picture?? Can i get your contact number, bro ??

reachDeepNeuron
join shbcf.ru