A to Z (NLP) Machine Learning Model building and Deployment.

سرفصل های دوره

Python, Docker, Flask, GitLab, Jenkins tools and technology used for deploy model in your Local server. A complete Guide

01 - Installation and Configuration

001 Introduction-Table Content

002 1.Environment-Virtual-Box-Configuration-and-Installation.pdf

002 Environment - Part 1) Virtual Box Configuration and Installation

003 Environment -Part ) Putty setup in virtual environment

004 2.Environment-Docker-Installation.pdf

004 Environment - Docker Installation

005 Before Moving ahead major update

006 Environment Setup - Installation of jenkins

007 4.Environment-Setup-GitLab-Installation.pdf

007 Environment Setup - GitLab Installation

008 Environment Setup - GitLab Password

009 Introduction to Flask

009 Some-details-of-Jenkins-GitLab-and-Flask.pdf

02 - Part 1 Natural Language processing Programming

001 Jupyter-notebook-and-Source-GitHub-Repository.pdf

001 Sentiment Analysis introduction and data set

002 1.Programming-Python-Flask-Web-API.pdf

002 Programming Python Flask Web API

003 Sentiment Analysis Cleaning of data

004 Regex to remove username

005 Punctutaion and body length Features

006 Count-Vectorizer-vs-TfIDF.pdf

006 Vectorizers and Model Selection

007 Confusion-Matrix.pdf

007 HyperParameter tuning and model selection

008 Major Course Update

03 - Part 2 Programming Python Flask NLP Model

001 Understanding Templates and WebPages

002 Importing webpages and main function

003 Running our flask API

003 WSGI-Server-More-informations.pdf

04 - Part 3 Introduction to docker commands and Dockerfile

001 Understating the docker in Nutshell

002 Docker brief CLI commands and tackling few errors

003 Writing Dockerfile

004 Updated Dockerfile

005 3.GitHub-Clone-and-docker-build-1.pdf

005 GitHub Clone and docker build

05 - CI -CD Pipeline and jenkins configuration

001 Course update before you start

002 1.Push-code-to-gitlab-and-make-Jenkinsfreestyle-project.pdf

002 Push code to GitLab and make Jenkins freestyle project

003 WinSCP to Copy your local file to remote

004 Making Jenkinsfile and creating Jenkins pipeline

005 Configuring CI-CD Pipeline with GitLab webhook and Jenkins

06 - Course Completion

001 Congratulation for your completion

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تولید کننده: Udemy