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End To End MLOPS Data Science Project Implementation With Deployment
Krish Naik
123.649 Lượt nghe
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End To End MLOPS Data Science Project Implementation With Deployment
In this project we will be implementing end to end data science projects with mlflow and also deploy in the AWS EC2 insstance using github action Code Link: https://drive.google.com/file/d/1c7k8i1l2X_r9i4yWAkQzxiP1Nu8_wqap/view?usp=drive_link Project Timestamp:
00:00:00
Introduction to Project
00:04:00
Create a Repository In Github Account
00:06:53
Create Structure Using Template.py
00:16:27
Implementing Setup.py
00:20:22
Logging Implementation
00:38:40
Data Ingestion
01:03:29
Data Validation
01:19:29
Data Transformation
01:29:13
Model Trainer
01:59:24
Prediction Pipeline
02:12:53
Deployment In EC2 with app runner ----------------------------------------------------------------------------------------------------------- We at PWSKILLS are happy to announce our new Full Stack Data Science Pro Batch With Job Assurance Program starting from 12th August 2023. All the classes will be live and previous sessions recordings will also be given. Below are the details of the batch Start Date 12th August 2023 Timing : 9AM-12PM IST Sat & Sun Mentors: Sudhanshu, Krish Naik,Sourangshu Paul,Sunny Savitha As we know AI is evolving a lot so we have also included syllabus related Generative AI, LLm models and prompt engineering. Check out the entire details of the batch below and avail additional discount https://bit.ly/3KbYzLP ------------------------------------------------------------------------------------------------------------- Support me by joining membership so that I can upload these kind of videos https://www.youtube.com/channel/UCNU_lfiiWBdtULKOw6X0Dig/join ------------------------------------------------------------------------------------------------------------------------------ ►Data Science Projects:
https://www.youtube.com/watch?v=S_F_c9e2bz4&list=PLZoTAELRMXVPS-dOaVbAux22vzqdgoGhG&pp=iAQB
►Learn In One Tutorials Statistics in 6 hours:
https://www.youtube.com/watch?v=LZzq1zSL1bs&t=9522s&pp=ygUVa3Jpc2ggbmFpayBzdGF0aXN0aWNz
Machine Learning In 6 Hours:
https://www.youtube.com/watch?v=JxgmHe2NyeY&t=4733s&pp=ygUba3Jpc2ggbmFpayBtYWNoaW5lIGxlYXJuaW5n
Deep Learning 5 hours :
https://www.youtube.com/watch?v=d2kxUVwWWwU&t=1210s&pp=ygUYa3Jpc2ggbmFpayBkZWVwIGxlYXJuaW5n
►Learn In a Week Playlist
Statistics:https://www.youtube.com/watch?v=11unm2hmvOQ&list=PLZoTAELRMXVMgtxAboeAx-D9qbnY94Yay
Machine Learning :
https://www.youtube.com/watch?v=z8sxaUw_f-M&list=PLZoTAELRMXVPjaAzURB77Kz0YXxj65tYz
Deep
Learning:https://www.youtube.com/watch?v=8arGWdq_KL0&list=PLZoTAELRMXVPiyueAqA_eQnsycC_DSBns
NLP :
https://www.youtube.com/watch?v=w3coRFpyddQ&list=PLZoTAELRMXVNNrHSKv36Lr3_156yCo6Nn
►Detailed Playlist: Python Detailed Playlist:
https://www.youtube.com/watch?v=bPrmA1SEN2k&list=PLZoTAELRMXVNUL99R4bDlVYsncUNvwUBB&pp=gAQB
Python playlit in Hindi:
https://www.youtube.com/watch?v=MJd9d9Mpxg0&list=PLTDARY42LDV4qqiJd1Z1tShm3mp9-rP4v
Stats For Data Science In Hindi :
https://www.youtube.com/watch?v=7y3XckjaVOw&list=PLTDARY42LDV6YHSRo669_uDDGmUEmQnDJ&pp=gAQB
Machine Learning In English :
https://www.youtube.com/watch?v=bPrmA1SEN2k&list=PLZoTAELRMXVPBTrWtJkn3wWQxZkmTXGwe
Machine Learning In Hindi :
https://www.youtube.com/watch?v=7uwa9aPbBRU&list=PLTDARY42LDV7WGmlzZtY-w9pemyPrKNUZ&pp=gAQB
Complete Deep Learning:
https://www.youtube.com/watch?v=YFNKnUhm_-s&list=PLZoTAELRMXVPGU70ZGsckrMdr0FteeRUi
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