Build and Deploy Machine Learning App in Cloud with Python
What you'll learn
- Develop & Deploy Machine Learning Web App in Flask
- Deploy Flask in Python Anywhere
- Image Processing with SKIMAGE
- Feature Extraction with HOG
- Multiple Image Classification
- SGD Classifier
- Hyper parameter tuning with Pipeline Model
- Basestimator and Transformermixin
- Flask
- HTML, CSS
- cloud deployement
- Python Anywhere cloud
- Shell Scripting
Requirements
- Basic Python Programming
- Understanding HTML, CSS, JS
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 scrach
- Anyone who want deploy image classification web app from end to end
Instructors
- 4.4 Instructor Rating
- 1,997 Reviews
- 85,106 Students
- 18 Courses
Hi,
We're team of Machine Learning experts, AI developers working together to advance the state of the art in artificial intelligence. You will be hearing from us when new courses are released, answering Q&A and many more.
We are here to help you stay on the cutting edge of Data Science and Technology.
Thanks,
Data Science Anywhere Team
- 4.5 Instructor Rating
- 1,828 Reviews
- 68,297 Students
- 14 Courses
I am Sudheer working in Data Science with a demonstrated history of working in the information technology and services industry. Skilled in Machine Learning, Deep Learning, Statistical algorithms. We mostly worked on Image Processing and Natural Language processing application. I also successfully deployed many data science-related projects in cloud platforms as a service in AWS, Google Cloud, etc.
- 4.4 Instructor Rating
- 1,950 Reviews
- 83,180 Students
- 16 Courses
Convolution Academy is a recently established educational institution that specializes in data science, machine learning, and web development. Founded by a team of experienced industry professionals, the academy is committed to providing high-quality education in these cutting-edge fields.
The academy offers a range of programs designed to equip students with the skills, knowledge, and practical experience they need to succeed in the rapidly evolving world of technology. Its instructors are experts in their respective fields and bring a wealth of industry experience to the classroom.
Convolution Academy's programs are designed to be hands-on and project-based, giving students the opportunity to work on real-world projects and build a portfolio of work that demonstrates their skills to potential employers. The academy also provides students with access to the latest tools and technologies in data science, machine learning, and web development, ensuring that they are well-prepared for the demands of the job market.
Convolution Academy is committed to creating an inclusive and supportive learning environment. Its programs are open to students of all backgrounds and levels of experience. The academy also provides students with resources and support beyond the classroom, including mentorship programs, career services, and community engagement initiatives.
The academy looks forward to continuing to innovate and push the boundaries of what is possible in these exciting fields
“Some lessons are learnt the hard way, but worth it.”