End To End Machine Learning Project Implementation With Dockers,Github Actions And Deployment
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- čas přidán 20. 07. 2024
- guthub code link:github.com/krishnaik06/boston...
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In this video we will be implementing an end to end ML project implementation with Dockers And Github Action
Time stamps:
Understanding the dataset 00:00:00
Preparing Dataset And Basic Analysis 00:08:14
Preparing Dataset For Model Training 00:22:10
Training The Model 00:36:54
Performance Metrics 00:52:41
Prediction Of New Data 00:55:33
Pickling the model file 00:59:45
Setting Up Github And VS Code 01:04:40
Tools And Software Required 01:12:00
Creating A New Environment 01:18:35
Setting up Git 01:26:07
Creating A FLASK Web Application 01:39:04
Running An Testing our application 01:53:14
Prediction From Front End Application 02:01:08
Procfile for Heroku Deployment 02:11:35
Deploying The App To Heroku 02:16:39
Deploying The App Using Dockers 02:23:20
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Hi from Tunisia, I love this tuto so much, In the same time I was coding with you not just watching the video and I understand a lot of things, and I got my projects deployed , thank you so much I hope there will be a lot of similar projects in the future.
Your tutorials are great! Thanks to you I am transitioning seamlessly. So happy that I can do something I actually love doing!
I LOVE YOU, Man. You are a superstar. I am a Ph.D. researcher who has developed many ML models that just remained on Notebooks. Now, I will be deploying all these models. Hats off.
Excellent E2E video. Would love to see more of these sessions.Thanks a ton!
Apart from the api and flask app building everything was super easy. Thanku @krish for the amazing video
Thank you so much Sir for always providing content of high value. I wish there could be an option to like again every time one visits the video, I guess most of us would like to like these videos again and again. 😁🙏
I was actually expecting to get this notification of an end-to-end ML project from you. Thanks, Krish.
Thanks a Lot.....
Your explanation is just waoo
Please continue this series for other Algorithms of ML and possibly to advance projects . 🙏
Thanks a lot from bottom of my heart , I cant express how happy I am to implement this end to end project in my early stage of career , Have tried many tutorials and have git heaps and heaps of error due to which i quit for moment
But as u said Error is part of process ....
Duely Noted and Once Again Thanks....
One of the greatest videos I ever watched on the internet. Continue to do the great work man
Very nice and helpful video sir, for data science learners. Kudos to your service and knowledge.
Thanks Krish - I learned so much about deployment from this video!
dear sir, it was a nice project with lot of learnings, i would like to request you for few more projects on different algorithms. thank you so much!!
Brilliant sir.... Never seen such a detailed and exceptional tutorial
This content is really good. I will be waiting for videos like this. Thank you.
This video was very useful and informative for me. I learned a lot of new things from it. I appreciate your effort and time that went into making this video. Thank you Krish for sharing your knowledge and experience with us. I look forward to watching more of your videos.
Amazing Sir. Thanks alot for providing the knowledge.
It was very insightful! Thanks a lot Krish for your brilliant explanation
You're great Krish, thank you soo much for helping us🙏🙏🙏
One of the best video in youtube right now
Please we need more of these king of projects
Thank you so much Krish for these amazing tutorials
Thank You Very Much krish naik for you hard work🥰
Thank you Sir for the awesome video. Kindly upload CI/CD pipeline with AWS instance.
Great job sir, I attended Yadav avnish class but very confused, but somehow now I am clear
Happy Teacher's Day Sir, I am So glad that I am learning from you. You are such a gem for Data Science industry. I wish you all the Happiness 😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊😊
Thank you so much for your enlightening and helpful videos. Can you explain how to write code in modular fashion?
Really well explained and it is helping me to learn in better way
A Very Informative Content Thank You Sir.👍
I finally completed the video! I had a blast at following along. I already have some ideas to work with on this! Yay! Will follow you other one of 4 hours long.
what is the alternative of boston_load? I'm getting an error
@@sarangshasen7295 I just looked for the csv file and used it instead. I gave it a similar shape when compared to how data was modeled for his video
@@sarangshasen7295 you'll find csv files of this data set in the internet.
@@johnhillescobar did you change any commands further in the code?
@@sarangshasen7295 not really. I just downloaded the csv file from the internet and split the dataset into target and data
Thank you from 2020 to 2022 forward ^^
Amazing sir, you just made it look so easy ;thanks alot
Can I select it as my final year project for diploma ??
You might face error at 1:57:23 in sending request as (error message: Unknown key value pair -X does not have valid feature names, but StandardScaler was fitted with feature names)
To overcome above error :
In ipynb file train test split type --> X_train,X_test,y_train,y_test=train_test_split(X.values,y,test_size=0.3,random_state=42)
instead of X_train,X_test,y_train,y_test=train_test_split(X.,y,test_size=0.3,random_state=42)
Issue is resolved
I just ignored the warning, as when training data pass the data to the scaler, is has the features names, but form the scaler to the model it Is just a numpy matrix, no feature names preserved. At least was that my experience.
I am facing an error in postman app. On clicking send, I am getting an error "TypeError: 'dict' object is not callable. Can you help me
Thank you for this amazing video
Very descriptive sir...👍👍👍 Respect
Hi Krish..Great Video.. Have learnt lots of things today..
Very lucidly explained💯
Sir you are awesome , I love your videos thank you
Amazing session thank you sir
Did the Whole Project except the dockers and cicd portion , man Thank you soo much .
Spent 5 days Learning the topics and minute details , tbh
I am a Beginner i dont know much , but going through the course and solving many many errors made me learn a thing or two .
Learnt about Regression Model , Performance Metrics , EDA , Deployment , Python Environment and alot of other things .
For now
Continuing on this path with full focus and learning everything in between .
PS : For anyone who is doing a project for the first time , you will face a lot of problems even if you copy paste ,
better to know What you are doing rather than just Blindly copying
and once again Thank you
how did you get the boston dataset?
Hey Mate , I actually im not into ml and data science , now , But to answer your question you may just search Boston dataset , You will get it @@qammaruzzamman9621
best end to end implementation.
thanks. immensely helpful.
Thank you sir for this video
you are amazing krish.
I don't comment on videos but this one is just amazing like yesterday I was very confused after learning ML and DL by Coursera what next and after watching this now i m feeling very confident
Amazing tutorial man.
Thank you so much, I learned alot about deployment process.
Can I select it as Final Year project for Diploma ??
Cloud you please add more Cron Job process to schedule training model? e.g. the data is updated monthly so we use Cron Job to train model every month.
I have clicked 'like' and also shared. You are a very good teacher. Do you also have any research papers in researchgate?
Really Awesome
Man this is awesome man , I learned a lot from this ,want to learn more of eCommerce site project in ML ,any suggestions ??
That's what we call an actual end to end project ❤🎉🎉 thanku for this ...
Is heroku free hosting available?
No@@BEESaiShivam
Superb krishh
Nice thanks for your effort
Everytime I think of learning new tech Krish comes up with project on that tech. Talk about being lucky 🤣
This is wholesome😍
54:58 my r square score is 66%. look like bad ..is not it? should i remove outliners that affect the accuracy score
Hi, what should be the pre-requisites for this amazing video
Thank you sir
Expecting this one
NIce video.
I want to follow the same steps but deploy on AWS and access the flask app from a streamlit dashboard.
How can i achieve that?
just amazin sir
Thank you sir!! This tutorial is very helpful. I have been following along and getting many things cleared. Anybody completed till Heroku deployment. I am not able to add my credit card otherwise it won't let me create app
Sir on pip install -r requirements.txt it shows error no such directory file what should i do for that sir?
sir.....Thank you 3000
Hi Krish,
can you explain why you choose Linear regression model while it it has so many independentndent feature which can be multi class regression model can be used?
Sir I'm from ML/DL batch it's my request to create more end to end project based on KNN algo following the MLOPS Pipeline the way you teach in ineuron live lecture
data1=np.array(data1).reshape(1,-1)
Even after applying the reshape in predict api , i am getting the error as
Found array with 0 feature(s) (shape=(1, 0)) while a minimum of 1 is required by StandardScaler
please see this
what i have to do ?
"ImportError: The crypt module is not supported on Windows"
I am getting this error while running the flask file app.py. Anyone know how to fix it.
Sad to share that Heroku is stopping the free dynos, after November, this video Heroku deployment will be obsolete :(
Then what will be the best alternative
@@vicky4594 streamlit probably
Has heroku stopped their free use?
Pythonanywhere
I am having one doubt , my regression coefficients are being displayed in the form of an 2d array whereas urs are displayed in 1d form , what is the mistake I did can u tell me ?
As we are randomly spliting tarin and test data, the regression and correlation value will differ right. So , if we a calculation r2_score and it shows -2.0215 can we say that my calculations are wrong with respect to yours sir ?
Finally, after 2 days, I was able to do it by myself !! itni khushi 😂😂
Can you please help us to know what will be the substitute of Heroku? Because as you know that after 28th November we won't be able to deploy our applications over Heroku for free. Please suggest us some alternatives and if possible please make a video on this topic
Can you make roadmap for computer vision?
Nice video sir
Wow❤
Thank you Krish for this amazing course. Can we get the JSON data that you passed in postman. Where can we get that?
create one , its easy thing
You can create JSON data by taking reference from x_train or x_test & just validate your JSON data by any json validator.
Can you please continue the NLP playlist please
hey, when i click on create app then It is asking for adding a credit card for verification for deployment on heroku? what to do?
can some one please suggest from where to get the main.yaml content shown in this video
when reading the dataset: "FutureWarning: Function load_boston is deprecated; `load_boston` is deprecated in 1.0 and will be removed in 1.2"
Let's say you are building a neural network to predict whether the cancer is stage 1, stage 2 and stage 3?
You are given 5 input features and the model that you have built is a fully-connected feedforward network having 2 hidden layer with 4 neurons each. The output layer uses softmax activation function.
How many parameters needed in the output layer (second hidden layer to output layer) ?
options: 12,15,16,20
Can anyone help out with explanation?
When and how he created that linear regression file??? can anyone tell me....
27:37 "Usually when we have this kind of features that are hardly correlated, it _reduces the error_ of the regression model".
You meant that it reduces the accuracy (or increases the error) of the model, right?
How to move from base to deployment environmentl in command prompt
I am getting this error 'import could not be resolved pylance report missing imports'. I have installed requirements.txt, and even after that stuck in here. Can someone help me please
Getting error in the postman part. Although I followed all the steps accurately, still getting errors? What could the reason be? Please help
😍👍
Heroku is now paid, which is the best alternative?
❤
Thank you for this rich project, the best thing I can thank you with, is telling you that you and the dear followers need to learn the message of ISLAM, hope you all the best (there is a big Indian scholar named Zakir Naik you can listen to)
Sir please help me out to create virtual env because iam facing erro that conda is not recognised internal or external package iam unable to solve this please make a video on this so begginers like me can understand that
I have downloaded git cli and installed but clone file not been generated please help sir
Can anyone tell me the alternative of heroku for this project
Kindly Make a video on - End To End Machine Learning Project Implementation With Azure, Dockers, Github Actions And Deployment, please
I have done in same method and i am getting different coefficients and c value
Hi sir, When I tried to load this dataset, there is a warning thats pops stating that this dataset is not available. what can do? I tried to use similar dataset but those have completely different features. I am a beginner. and I also tried to download the dame dataset in kaggele, but that dataset dont have price feature in it. please help me. I am struck here.
Hello Krish do you have sessions from the beginning, would like to join the sessions
did i ever said this? Sir in that black and white photo of yours with glasses you look very similar to Anurag Kashyap