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Deploy Machine Learning Image processing Flask App in Cloud
Type:
Other > Other
Files:
165
Size:
3 GiB (3224563130 Bytes)
Uploaded:
2021-05-28 07:14:24 GMT
By:
tuts756
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Info Hash:
086D950450A23EB8FE9C73CAA9974974F795BC37




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Description

Welcome to Deploy End to End Machine Learning-based Image Classification Web App in Cloud Platform from scratch

Image Processing & classification is one of the areas of Data Science and has a wide variety of applications in the industries in the current world. Many industries looking for a Data Scientist with these skills. This course covers modeling techniques for data preprocessing, model building, evaluation, tuning, and production

We start the course by learning Scikit Image for image processing which is the essential skill required and then we will do the necessary preprocessing techniques & feature extraction to an image like HOG.

After that we will start building the project. In this course you will learn how to label the images, image data preprocessing and analysis using scikit image and python.

Then we will train machine learning here we will see Stochastic Gradient Descenct Classifier for image classification and followed by model evaluation proces and pipeline the machine learning model.

After that we will create web app in Flask by rendering HTML, CSS, Boostrap. Then, we finally deploy web app in Python Anywhere which is cloud platform.

WHAT YOU LEARN ?

    Python
    Scikit Image
    Data Preprocessing
    HOG
    Base Estimator and TransformerMixIn
    SGD Classifier
    Create and Make Pipeline Model
    Hyperparameter Tuning
    Flask
    HTTP methods
    Deploy in PythonAnywhere

We know that the Image Classification Flask Web App is one of those topics that always leaves some doubts. Feel free to ask question in Q&A, we are happy to answer you question.

I am super excited and see you in the course !!!
Who this course is for:

    Anyone who want deploy machine learning web app from scratch
    Anyone who want deploy image classification web app from end to end

Requirements

    Basic Python Programming
    Understanding HTML, CSS, JS

Last Updated 4/2021

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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/6. Make Pipeline/2. Make pipeline - Get the Prediction.mp4140.75 MiB
TutsNode.com.txt63 B
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/6. Make Pipeline/2. Make pipeline - Get the Prediction.srt19.43 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/1. Introduction/1. Introduction.srt2.95 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/1. Introduction/2. What you are going to develop in this course.html343 B
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/6. Make Pipeline/1. Train Model and Save in pickle.srt17.64 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/4. Machine Learning/3. HOG Feature Extraction.srt16.88 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/2. Skimage/1. Download the Resources.html43 B
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/4. Machine Learning/5. HOG Transformer.srt16.45 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/4. Machine Learning/6. Train SGD classifier.srt16.15 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/6. Make Pipeline/3. Make pipeline - Decision Function.srt15.91 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/3. Image Data Preparation/7. Visualize all images and labels.srt15.33 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/11. File Upload Backend Operations (Flask).srt14.96 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/5. Grid Search for Best Hyper parameters/2. Grid Search for Parameter Tuning.srt14.7 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/12. Integrate Machine Learning Pipeline Model.srt14.67 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/13. Send Image from HTML to Server Side.srt14.65 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/16. Error Handlers 404, 405, 500.srt13.48 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/9. File Upload (Http Request).srt11.33 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/10. Styling the Page with CSS.srt11.3 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/3. Image Data Preparation/5. Labeling Images.srt10.45 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/8. Deploy Flask in Python Anywhere/5. Deploy you Flask App and get access anywhere from the World.srt9.99 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/3. Image Data Preparation/6. Read all images from the folders and save in Pickle.srt9.9 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/4. Machine Learning/4. RGB to Gray Transformer.srt9.7 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/3. Image Data Preparation/1. Download the Resources.html147 B
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/15. Styling HTML for the Output.srt4.13 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/2. Download the Resources.html25 B
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/3. Image Data Preparation/2. What we will do .srt2.51 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/3. Image Data Preparation/4. Get all image filename in list in Python.srt9.53 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/3. Image Data Preparation/3. Understand the data what we have.srt2.83 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/6. Navigation Bar.srt8.66 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/2. Skimage/4. Split into rgb array.srt8.56 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/2. Skimage/5. Convert image into grayscale.srt8.56 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/5. Grid Search for Best Hyper parameters/1. Pipeline Model.srt8.04 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/3. Start Flask App.srt7.92 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/6. Make Pipeline/4. Make pipeline - pipeline model.srt7.69 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/14. Adjust the image Height and Width Dynamically.srt7.11 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/5. Grid Search for Best Hyper parameters/3. Best Estimator.srt6.96 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/4. Download Bootstrap & JQuery.srt6.89 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/8. Deploy Flask in Python Anywhere/1. Create Account in Python Anywhere for Free.srt6.63 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/2. Skimage/6. Image Histogram.srt6.27 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/17. About Page & href.srt6.23 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/8. Deploy Flask in Python Anywhere/2. Preparing Requirements.srt6.15 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/8. Inheritance (Layout Page).srt5.97 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/2. Skimage/2. What is Image & Pixels.srt5.71 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/4. Machine Learning/1. Import Python libraries and Installations.srt5.63 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/4. Machine Learning/2. Load the Data and split into train and test set.srt5.54 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/4. Machine Learning/7. Model Evalution.srt5.24 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/2. Skimage/3. Read Image in skimage.srt4.83 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/8. Deploy Flask in Python Anywhere/6. Common Error you will get while deploying the webapp.srt4.76 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/2. Skimage/8. Resize Images to any shape.srt4.74 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/2. Skimage/7. Histogram Equalization.srt4.7 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/1. Install Visual Studio Code.srt4.61 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/8. Deploy Flask in Python Anywhere/3. Upload Flask App in Python Anywhere.srt4.6 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/1. Introduction/3. Installing Python.srt4.32 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/7. Footer.srt3.84 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/5. Import Bootstrap 4.srt3.06 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/8. Deploy Flask in Python Anywhere/4. Installing Requirements.srt1.41 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/9. Bonus Lecture/1. Bonus Lecture Next Steps.html67 B
[TGx]Downloaded from torrentgalaxy.to .txt585 B
.pad/0843.34 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/4. Machine Learning/3. HOG Feature Extraction.mp4133.19 MiB
.pad/1828.51 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/16. Error Handlers 404, 405, 500.mp4131.71 MiB
.pad/2298.42 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/12. Integrate Machine Learning Pipeline Model.mp4131.3 MiB
.pad/3721.05 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/6. Make Pipeline/1. Train Model and Save in pickle.mp4122.08 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/13. Send Image from HTML to Server Side.mp4120.07 MiB
.pad/5955.4 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/11. File Upload Backend Operations (Flask).mp4104.58 MiB
.pad/6427.17 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/4. Machine Learning/5. HOG Transformer.mp4104.23 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/6. Make Pipeline/3. Make pipeline - Decision Function.mp499.65 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/4. Machine Learning/6. Train SGD classifier.mp493.81 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/5. Grid Search for Best Hyper parameters/2. Grid Search for Parameter Tuning.mp491.12 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/3. Image Data Preparation/7. Visualize all images and labels.mp485.77 MiB
.pad/11236.25 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/8. Deploy Flask in Python Anywhere/5. Deploy you Flask App and get access anywhere from the World.mp480.61 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/3. Image Data Preparation/5. Labeling Images.mp475.98 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/10. Styling the Page with CSS.mp464.53 MiB
.pad/14476.83 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/9. File Upload (Http Request).mp464.53 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/14. Adjust the image Height and Width Dynamically.mp461.52 MiB
.pad/16492.77 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/6. Make Pipeline/4. Make pipeline - pipeline model.mp458.61 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/3. Image Data Preparation/4. Get all image filename in list in Python.mp457.07 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/17. About Page & href.mp455.65 MiB
.pad/19358.56 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/4. Machine Learning/4. RGB to Gray Transformer.mp454.36 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/2. Skimage/4. Split into rgb array.mp453.02 MiB
.pad/211004.27 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/2. Skimage/5. Convert image into grayscale.mp453.01 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/6. Navigation Bar.mp452.16 MiB
.pad/23864.13 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/8. Deploy Flask in Python Anywhere/1. Create Account in Python Anywhere for Free.mp451.59 MiB
.pad/24417.25 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/3. Image Data Preparation/6. Read all images from the folders and save in Pickle.mp450.62 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/5. Grid Search for Best Hyper parameters/1. Pipeline Model.mp449.88 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/8. Deploy Flask in Python Anywhere/2. Preparing Requirements.mp444.89 MiB
.pad/27110.21 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/2. Skimage/6. Image Histogram.mp444.05 MiB
.pad/28973.54 KiB
[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/3. Image Data Preparation/1.1 dataprepare_machinelearning_pipeline.zip43.78 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/3. Start Flask App.mp443.5 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/8. Deploy Flask in Python Anywhere/6. Common Error you will get while deploying the webapp.mp443.01 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/5. Grid Search for Best Hyper parameters/3. Best Estimator.mp442 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/1. Install Visual Studio Code.mp438.83 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/4. Machine Learning/7. Model Evalution.mp438.44 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/4. Download Bootstrap & JQuery.mp438.41 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/1. Introduction/3. Installing Python.mp433.91 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/4. Machine Learning/2. Load the Data and split into train and test set.mp433.7 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/2. Skimage/7. Histogram Equalization.mp432.6 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/15. Styling HTML for the Output.mp431.53 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/1. Introduction/1. Introduction.mp431.46 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/4. Machine Learning/1. Import Python libraries and Installations.mp430.31 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/8. Deploy Flask in Python Anywhere/3. Upload Flask App in Python Anywhere.mp429.51 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/2. Skimage/3. Read Image in skimage.mp428.19 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/8. Inheritance (Layout Page).mp427.61 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/2. Skimage/8. Resize Images to any shape.mp427.37 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/3. Image Data Preparation/3. Understand the data what we have.mp425.31 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/8. Deploy Flask in Python Anywhere/4. Installing Requirements.mp421.75 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/2. Skimage/2. What is Image & Pixels.mp420.2 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/7. Footer.mp419.92 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/5. Import Bootstrap 4.mp419.06 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/3. Image Data Preparation/2. What we will do .mp412.78 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/7. Image Classification Web App in Flask/2.1 flask_app.zip1.66 MiB
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[TutsNode.com] - Complete Image Processing MACHINE LEANRING WEBSITE in CLOUD/2. Skimage/1.1 skimage.zip1.18 MiB