AIML Full Stack Development

AIML Full Stack Development ( XER – 101 )

AIML FULLSTACK PRO. END-TO-END DEVELOPEMNT (XER - 101 )

LEVEL - INTERMEDIATE   | FORMAT - INSTRUCTOR  LED TRAINING | Days : 5 Days

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Prerequisites

  • Participants must be familiar with Data Structure concepts, including Dictionary, Tuples and Data Types.
  • Participants also should be familiar with basic concepts Machine Learning.
  • Experience with Technologies and Version Control System is a plus.
  • Basic Knowledge of Python Programming.

Datasheet

Full Stack Development - MLOps - datasheet

Description

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Training Objectives

  • Gain in-depth knowledge of building, deploying, and managing AIML applications using end-to-end development strategies.
  • Learn to design, train, and optimize ML models, and effectively deploy them into production environments
  • Understand the full cycle of ML model lifecycle management, including versioning, monitoring, and orchestration using MLFlow.
  • Explore Deployment, Monitoring, Logging, CI/CD, Retraining, Model Orchestrations.

Target Audience

  • Early Career Data Scientist with Python Knowledge.
  • Software Engineer / IT Consultant.
  • IT Professional/Cloud Engineer/Cloud Developer.
  • Cyber Security Expert with Programming Knowledge.
  • Academics/Researchers.

Course Module

  1. Introduction to Machine Learning.
  2. Data Engineering for Machine Learning.
  3. Machine Learning Algorithms.
  4. Machine Learning Model Design.
  5. Infrastructure as Code - Terraform.
  6. Git/DVC/Github.
  7. Model Orchestration using MLFlow.
  8. ML Model retraining and Deployment.
  9. Docker and Kubernetes.
  10. Database - PostgreSQL.
  11. Front End Design - Django Framework.
  12. Cloud Deployments - AWS.
  13. DevOps - Github Action.
  14. Security Scan - Trivy and SonarQube.
  15. Overview of DevSecOps.
  16. What is next in your training and certification Journey.

 

Scope 

  • Level - Intermediate
  • Duration : 5 Days
  • Format : Lecture and Hands-On Lab
  • Platform Support : On-Prime Data Center / Cloud Platform
  • Programming Language : Python Programming

Lab Requirements

  • Cloud Platform - AWS Services - S3, EKS, RDS, EC2
  • Windows OS
  • Open Source Software
  • Github Account

Contact Us

  • WhatsApp : +919164315460
  • Email : info@xerxez.in