End To End MLOPS Data Science Project Implementation With Deployment

Krish Naik July 28, 2023
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Krish Naik

@krishnaik06

About

I am the Founder of KrishAI Technologies Private Limited and my experience is pioneering in machine learning, deep learning, and computer vision,an educator, and a mentor, with over 10 years' experience in the industry. This is my YouTube channel where I explain various topics on machine learning, deep learning, and AI with many real-world problem scenarios. I have delivered over 30 tech talks on data science, machine learning, and AI at various meet-ups, technical institutions, and community-arranged forums. My main aim is to make everyone familiar of ML and AI.Please subscribe and support the channel. As i love new technology, all these videos are free and I promise to make more interesting content as we go ahead. For any collaboration drop me a mail at [email protected] Please free to drop a mail for Product unboxing, GPU's unboxing and any other collaboration

Video Description

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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