get app

    Deployment of Machine Learning Models in Production | Python

    BY
    Udemy

    Brochure Enquire
    Mode

    Online

    Fees

    ₹ 449 2899

    Quick Facts

    particular details
    Medium of instructions English
    Mode of learning Self study
    Mode of Delivery Video and Text Based

    Course and certificate fees

    Fees information
    ₹ 449  ₹2,899
    certificate availability

    Yes

    certificate providing authority

    Udemy

    The syllabus

    BERT | Sentiment Prediction | Multi Class Prediction Problem

    • Welcome
    • Introduction
    • DO NOT SKIP IT | Download Working Files!!!
    • What is BERT
    • What is ktrain
    • Going Deep Inside ktrain Package
    • Notebook Setup
    • Must Read This!!!
    • Installing ktrain
    • Loading Dataset
    • Train-Test Split and Preprocess with BERT
    • BERT Model Training
    • Testing Fine Tuned BERT Model
    • Saving and Loading Fine Tuned Model

    Fine Tuning BERT for Disaster Tweets Classification

    • Resources Folder
    • BERT Intro - Disaster Tweets Dataset Understanding
    • Download Dataset
    • Target Class Distribution
    • Number of Characters Distribution in Tweets
    • Number of Words, Average Words Length, and Stop words Distribution in Tweets
    • Most and Least Common Words
    • One-Shot Data Cleaning
    • Disaster Words Visualization with Word Cloud
    • Classification with TFIDF and SVM
    • Classification with Word2Vec and SVM
    • Word Embeddings and Classification with Deep Learning Part 1
    • Word Embeddings and Classification with Deep Learning Part 2
    • BERT Model Building and Training
    • BERT Model Evaluation

    DistilBERT | Faster and Cheaper BERT model from Hugging Face

    • What is DistilBERT?
    • Notebook Setup
    • Data Preparation
    • DistilBERT Model Training
    • Save Model at Google Drive
    • Model Evaluation
    • Download Fine Tuned DistilBERT Model
    • Flask App Preparation
    • Run Your First Flask Application
    • Predict Sentiment at Your Local Machine
    • Build Predict API
    • Deploy DistilBERT Model at Your Local Machine

    Deploy Your DistilBERT ML Model at AWS EC2 Windows Machine with Flask

    • Create AWS Account
    • Create Free Windows EC2 Instance
    • Connect EC2 Instance from Windows 10
    • Install Python on EC2 Windows 10
    • Must Read This!!!
    • Install TensorFlow 2 and KTRAIN
    • Run Your First Flask Application on AWS EC2
    • Transfer DistilBERT Model to EC2 Flask Server
    • Deploy ML Model on EC2 Server
    • Make Your ML Model Accessible to the World

    Deploy Your DistilBERT ML Model at AWS Ubuntu (Linux) Machine with Flask

    • Install Git Bash and Commander Terminal on Local Computer
    • Create AWS Account
    • Launch Ubuntu Machine on EC2
    • Connect AWS Ubuntu (Linux) from Windows Computer
    • Install PIP3 on AWS Ubuntu
    • Update and Upgrade Your Ubuntu Packages
    • Must Read This!!!
    • Install TensorFlow 2, KTRAIN and Upload DistilBert Model
    • Create Extra RAM from SSD by Memory Swapping
    • Deploy DistilBERT ML Model on EC2 Ubuntu Machine

    Deploy Robust and Secure Production Server with NGINX, uWSGI, and Flask

    • NGINX Introduction
    • Virtual Environment Setup
    • Setting Up Flask Server
    • NGINX Running Flask Application
    • NGINX Running uWSGI Application
    • Configuring uWSGI Server
    • Start API Services at System Startup
    • Configuring NGINX with uWSGI, and Flask Server
    • Congrats! You Have Deployed ML Model in Production

    Multi-Label Classification | Deploy Facebook's FastText NLP Model in Production

    • What is Multi-Label Classification?
    • FastText Research Paper Review
    • Notebook Setup
    • Data Preparation
    • FastText Model Training
    • FastText Model Evaluation and Saving at Google Drive
    • Creating Fresh Ubuntu Machine
    • Setting Python3 and PIP3 Alias
    • Creating 4GB Extra RAM by Memory Swapping
    • Making Your Server Ready
    • Preparing Prediction APIs
    • Testing Prediction API at Local Machine
    • Testing Prediction API at AWS Ubuntu Machine
    • Configuring uWSGI Server
    • Deploy FastText Model in Production with NGINX, uWSGI, and Flask

    Trending Courses

    Digital Marketing Courses Fashion Design Courses Data Science Courses Interior Design Courses Graphic Designing Courses Cyber Security Courses Nursing Courses Tally Courses Data Analysis Courses Web Designing Courses Artificial Intelligence Courses Ethical Hacking Courses Free Digital Marketing Courses And certifications Free Artificial Intelligence Courses And Certifications Free Data Analysis Courses And Certifications Free Cyber Security Courses And Certifications Free Data Science Courses And Certifications Free Cloud Computing Courses And Certifications Free Python Courses And Certifications Free Fashion And Textiles Courses And Certifications Free Graphic Designing Courses And Certifications Free Web Designing Courses And Certifications

    Popular Courses

    General Management Courses Public Health Courses Teaching and Education Courses Financial Management Courses Web Development Courses Mathematics Courses Data Science Courses Cyber Security Courses Programming Courses Digital Marketing Courses Law Courses Mechanical Engineering Courses Explore all courses

    Popular Platforms

    upGrad Courses Udemy Courses Edx Courses Swayam Courses Coursera Courses Futurelearn Courses Mindmajix Technologies Courses Vskills Courses NPTEL Courses IIT Kharagpur Courses Emeritus Courses IIT Kanpur Courses Explore all platforms

    Learn more about the Courses

    10 Reasons to Enrol Yourself in a Digital Marketing Course 8 Must-Have Skills for AWS Cloud Architects Planning to Upskill Yourself? Enrol for a Program in Data Science 25+ Tips for Improving Your Graphic Design Skills Top Universities in India Offering Cyber Security Courses 15+ Courses for Learning Data Mining How to Make a Career in the Field of Artificial Intelligence Top 10 Benefits Of Holding A Certification In Business Intelligence Which are the best certification courses for Photography in India A Beginner's Guide to Pursue Python Programming Want to Pursue a Career in Blockchain Technology? Here is all that you need to Know How Entrepreneurs Can Use Machine Learning to Make their Business Successful? The Scope of Artificial Intelligence in India Top 10 Online Courses for Travel Lovers 10 Best Certification Courses After Hospital and Healthcare Management
    Providers
    Close

    Download the Careers360 App on your Android phone

    Regular exam updates, QnA, Predictors, College Applications & E-books now on your Mobile

    Careers360 App
    150M+ Students
    30,000+ Colleges
    500+ Exams
    1500+ E-books