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

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Online

£ 10 + VAT

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Description

  • Type

    Course

  • Methodology

    Online

  • Start date

    Different dates available

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

Facilities

Location

Start date

Online

Start date

Different dates availableEnrolment now open

About this course

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

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Reviews

This centre's achievements

2021

All courses are up to date

The average rating is higher than 3.7

More than 50 reviews in the last 12 months

This centre has featured on Emagister for 4 years

Subjects

  • Programming
  • Writing
  • Punctuation
  • Web
  • Installation
  • Server
  • NLP

Course programme

Configuration and Installation 5 lectures 31:41 Environment - Virtual Box Configuration and Installation Environment - Docker Installation Environment Setup - Installation of jenkins Environment Setup - GitLab Installation Introduction to Flask Configuration and Installation 5 lectures 31:41 Environment - Virtual Box Configuration and Installation Environment - Docker Installation Environment Setup - Installation of jenkins Environment Setup - GitLab Installation Introduction to Flask Environment - Virtual Box Configuration and Installation Environment - Virtual Box Configuration and Installation Environment - Virtual Box Configuration and Installation Environment - Virtual Box Configuration and Installation Environment - Docker Installation Environment - Docker Installation Environment - Docker Installation Environment - Docker Installation Environment Setup - Installation of jenkins Environment Setup - Installation of jenkins Environment Setup - Installation of jenkins Environment Setup - Installation of jenkins Environment Setup - GitLab Installation Environment Setup - GitLab Installation Environment Setup - GitLab Installation Environment Setup - GitLab Installation Introduction to Flask Introduction to Flask Introduction to Flask Introduction to Flask Natural Language Processing Programming 8 lectures 01:01:33 Sentiment Analysis Python 1 Sentiment Analysis Python 2 Regex to remove username Punctuation and body length Features Vectorizers and Model Selection HyperParameter tuning and model selection Confusion Matrix Count Vectorizer vs TfIDF Natural Language Processing Programming 8 lectures 01:01:33 Sentiment Analysis Python 1 Sentiment Analysis Python 2 Regex to remove username Punctuation and body length Features Vectorizers and Model Selection HyperParameter tuning and model selection Confusion Matrix Count Vectorizer vs TfIDF Sentiment Analysis Python 1 Sentiment Analysis Python 1 Sentiment Analysis Python 1 Sentiment Analysis Python 1 Sentiment Analysis Python 2 Sentiment Analysis Python 2 Sentiment Analysis Python 2 Sentiment Analysis Python 2 Regex to remove username Regex to remove username Regex to remove username Regex to remove username Punctuation and body length Features Punctuation and body length Features Punctuation and body length Features Punctuation and body length Features Vectorizers and Model Selection Vectorizers and Model Selection Vectorizers and Model Selection Vectorizers and Model Selection HyperParameter tuning and model selection HyperParameter tuning and model selection HyperParameter tuning and model selection HyperParameter tuning and model selection Confusion Matrix Confusion Matrix Confusion Matrix Confusion Matrix Count Vectorizer vs TfIDF Count Vectorizer vs TfIDF Count Vectorizer vs TfIDF Count Vectorizer vs TfIDF Programming Python Flask NLP Model 5 lectures 33:03 Programming Python Flask Web API Understanding Templates and WebPages Importing webpages and main function Running our flask API WSGI Server more Informations Programming Python Flask NLP Model 5 lectures 33:03 Programming Python Flask Web API Understanding Templates and WebPages Importing webpages and main function Running our flask API WSGI Server more Informations Programming Python Flask Web API Programming Python Flask Web API Programming Python Flask Web API Programming Python Flask Web API Understanding Templates and WebPages Understanding Templates and WebPages Understanding Templates and WebPages Understanding Templates and WebPages Importing webpages and main function Importing webpages and main function Importing webpages and main function Importing webpages and main function Running our flask API Running our flask API Running our flask API Running our flask API WSGI Server more Informations WSGI Server more Informations WSGI Server more Informations WSGI Server more Informations Introduction to Docker Commands and Dockerfile 4 lectures 34:40 Understating the docker in Nutshell Writing Dockerfile GitHub Clone and docker build Introduction to Docker HelpBook Introduction to Docker Commands and Dockerfile 4 lectures 34:40 Understating the docker in Nutshell Writing Dockerfile GitHub Clone and docker build Introduction to Docker HelpBook Understating the docker in Nutshell Understating the docker in Nutshell Understating the docker in Nutshell Understating the docker in Nutshell Writing Dockerfile Writing Dockerfile Writing Dockerfile Writing Dockerfile GitHub Clone and docker build GitHub Clone and docker build GitHub Clone and docker build GitHub Clone and docker build Introduction to Docker HelpBook Introduction to Docker HelpBook Introduction to Docker HelpBook Introduction to Docker HelpBook CI - CD Pipeline and Jenkins Configuration 4 lectures 36:30 Push code to gitLab and make Jenkins freestyle project Push code to gitlab and make Jenkins freestyle project Resource Making Jenkinsfile and creating jenkins pipeline Configuring CI-CD Pipeline with GitLab webhook and jenkins CI - CD Pipeline and Jenkins Configuration

Additional information

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

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

£ 10 + VAT

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