End To End Deep Learning Project Using MLOPS DVC Pipeline With Deployments Azure And AWS- Krish Naik

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In this video we will be implementing an end to end Deep LEarning project using MLops tools such as DVC along with the deploymeny using giithub action in both azure and aws cloud

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▬▬▬▬▬ Contents of this video ▬▬▬▬▬

00:00:00 - Introduction
00:02:00 - Project Introduction
00:06:56 - Prerequisite
00:08:14 - Problem Statement (Chicken Disease)
00:09:52 - Project Demo
00:12:11 - Github Repository Setup
00:14:56 - Project Template Creation
00:39:43 - Requirements Installation & Project Setup
00:49:32 - Logging, Exception & Utils Modules
01:08:27 - Project Workflows
01:10:57 - Data Ingestion Notebook Experiment
01:28:10 - Data Ingestion Final Implementation
01:40:59 - Prepare Base Model Notebook Experiment
01:51:52 - Prepare Base Model Final Implementation
01:59:05 - Prepare Callbacks Notebook Experiment
02:06:27 - Prepare Callbacks Final Implementation
02:09:27 - Model Trainer Notebook Experiment
02:17:43 - Model Trainer Final Implementation
02:26:09 - Model Evaluation Notebook Experiment
02:30:00 - Model Evaluation Final Implementation
02:36:02 - Writing DVC file for tracking piplines
02:51:25 - Prediction Pipeline & User App
03:01:09 - Project CI/CD Deployment on AWS
03:31:00 - Project CI/CD Deployment on Azure
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Thanks for such well explained and fully implemented tutorials. It helps us freshers understand the best industry practices and crack interviews, because now, we would know what we're talking about. Please keep such tuts coming!

bhavyachhabra
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THE TEACHING IS AWESOME, learnt alot ... but, a game if are you are bored, drink when he says "Okay".

subhamsaha
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Whatt a video bro only live project video i have seen in my life that made me awefull great video bro it covers all the concepts and make the students strong in fundamental concepts and for newbies it takes atleast 5-10 days to just understand and execute it taies 1 month bro.

saib
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This man's presentation good, Apart from that we are more comfortable with ur way of presentation.And Your way of teaching is very easy to understand for beginners. So please do ur own presentation video. Its so helpful for many beginners.

dreamwalker
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You are beyond amazing sir . Thank you for all the efforts .

shwetabhat
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No words to appreciate you and your amazing commitment.Thank you man

shumettefera
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Krish, this new guy is also explaining well. All the best to him too.

Maha-on-cloud
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Dot ❎ Okay ✅. Still a very Great video. Thank you for uploading such a quality content !!

nisittripathi
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The no. of times this guy saying okay is uncountable😂😂😂😂

anilruhil
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2:18:34 I got NotImplementedError: numpy() is only available when eager execution is enabled. What am I supposed to do?

StrnX
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you are the best with the best content best implementation

and explanation

ahmadmponda
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Hi everyone,
has anyone got this error ''ERROR: failed to reproduce 'training': output 'artifacts\training\model.h5' does not exist'' at 2:47 when running command dvc repro in my case 1st two stages are running but at training stage I am getting above error.
Any response will be highly appreciated.
Thanks

ehtishamasghar
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Sir i have a doubt in 1:50 th clip in the prepare_full_model method freeze_all for loop and free_till u were iterate by for layer in model.layer: u assigned "model. trainable=False" but we have to put "layer. trainable=False"

berry
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At 2:18:48 attributeError: windowspath object has no attribute endswith

Any solution? Please please please reply

DSlayer
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Very Nice Explanation sir... Keep going...

hemantkumardas
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The Video and resources you provide are amazing. You explain things a little unclear tho, as if you didnt think beforehand how to explain it.

Eren-zluw
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thank you so much for this amazing journey

ahanafrafid
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Great video. thank you. Can you please explain what is entity and what's the use of updating entity and why we need it?

srinivaschannel
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You're making education engaging and accessible for everyone. #NurserytoVarsity

NurserytoVarsity
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I am stuck at 55:30 where i am not able to import the local package into main.py....I have run "pip install -e ." already. Can anybody suggest what could be the reason?

divine_symphony