Learn Machine Learning NLP Model using Python, Deploy with Docker - A Complete Guide

Description:

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 problem 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 the to monitor the build we created.

This Course have been design to keep these areas under consideration. The combination of industry standard build pipeline with some of the most common and important tools.

At the end of this course, you will be able to:

• Learn about Building NLP model
• Tuning the hyper-parameters and selecting the best model using cross validation technique
• Using Flask and API building
• Use of Docker and writing Docker file
• Understanding the concept of GitLab and end-to-end integration of Jenkins

Basic knowledge:

• Basic programming in any language
• Some exposure to Python (but not mandatory)

Anyone willing to venture into the realm of data science. Anyone who would be interested in deploying a Data Science Solution, can be Regression, NLP or even Deep Learning Models.

Course Completion Certificate.

What will you learn:

• Learn the synchronization of DevOps & Machine Learning
• Learn flask for to expose your model through API
• Building Natural Language, processing Sentiment Analysis model and Expose it with API
• Build your own sentiment Analysis NLP model
• Select the most efficient Machine Learning Model, tune the Hyper-parameter, and deploy it on our server cluster
• Learn Docker , Docker Files, Docker Applications & Docker Containers (DevOps)
• Learn basics of GitLab, Jenkins and configure CI-CD Pipeline for end-to-end integration
• Complete Resources for getting started with all these technology

Simpliv LLC, a platform for learning and teaching online courses. We basically focus on online learning which helps to learn business concepts, software technology to develop personal and professional goals through video library by recognized industry experts or trainers.

Why Simpliv

With the ever-evolving industry trends, there is a constant need of the professionally designed learning solutions that deliver key innovations on time and on a budget to achieve long-term success.

Simpliv understands the changing needs and allows the global learners to evaluate their technical abilities by aligning the learnings to key business objectives in order to fill the skills gaps that exist in the various business areas including IT, Marketing, Business Development, and much more.