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What you'll learn?
- Developing the NLP Model for Sentiment analysis and Machine learning deployment on local server using flask and docker.
- Select the most efficient Machine Learning Model,Tune the hyper-parameters and selecting the best model using cross-validation technique
- A quick discussion from the basic in nutshell about DevOps tools like docker, Git and GitLab, Jenkins etc.
- A better understanding about software development and automation in real scenario and concept of end-to-end Integration.
Course Overview
Machine Learning Real value comes from actually deploying a machine learning solution into production and the necessary monitoring and optimization work that comes after it.
Most of the problems nowadays as I have made a machine-learning model but what next.
How it is available to the end-user, the answer is through API, but how it works?
How you can understand where the Docker stands and how to monitor the build we created.
This course has been designed to keep these areas under consideration. The combination of industry-standard build pipeline with some of the most common and important tools.
This course has been designed into Following sections:
1) Configure and a quick walkthrough of each of the tools and technologies we used in this course.
2) Building our NLP Machine Learning model and tune the hyperparameters.
3) Creating flask API and running the WebAPI in our Browser.
4) Creating the Docker file, build our image and running our ML Model in Docker container.
5) Configure GitLab and push your code in GitLab.
6) Configure Jenkins and write Jenkins's file and run end-to-end Integration.
This course is perfect for you to have a taste of industry-standard Data Science and deploying in the local server. Hope you enjoy the course as I enjoyed making it.
Pre-requisites
- Basic programming in any language
- Some exposure to Python (but not mandatory)
Target Audience
- Beginner Machine Learning Enthusiast want to deploy their model.
- Beginner python developer curious about data science.
- Any one wants to learn Devops and role of DevOps in Data Science.
Curriculum 21 Lectures 03:17:18
-
Section 1 : Configuration and Installation
- Lecture 2 :
- Environment - Docker Installation
- Lecture 3 :
- Environment Setup - Installation of jenkins.
- Lecture 4 :
- Environment Setup - GitLab Installation
- Lecture 5 :
- Introduction to Flask
-
Section 2 : Natural Language processing Programming
- Lecture 1 :
- Sentiment Analysis Python
- Lecture 2 :
- Sentiment Analysis Python
- Lecture 3 :
- Regex to remove username
- Lecture 4 :
- Punctutaion and body length Features
- Lecture 5 :
- Vectorizers and Model Selection
- Lecture 6 :
- HyperParameter tuning and model selection
-
Section 3 : Programming Python Flask NLP Model
- Lecture 1 :
- Programming Python Flask Web API
- Lecture 2 :
- Understanding Templates and WebPages
- Lecture 3 :
- Importing webpages and main function
- Lecture 4 :
- Running our flask API
-
Section 4 : Introduction to docker commands and Dockerfile
- Lecture 1 :
- Understating the docker in Nutshell
- Lecture 2 :
- Writing Dockerfile
- Lecture 3 :
- GitHub Clone and docker build
-
Section 5 : CI -CD Pipeline and jenkins configuration
- Lecture 1 :
- Push code to gitlab and make Jenkinsfreestyle project
- Lecture 2 :
- Making Jenkinsfile and creating jenkins pipeline
- Lecture 3 :
- Configuring CI-CD Pipeline with GitLab webhook and jenkins
Our learners work at
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