AWS Specialty Machine Learning Training in Columbia

AWS Specialty Machine Learning Training Course Outline

Module 1: Get Started with Machine Learning

• Artificial Intelligence
• Machine Learning
• Deep Learning

Module 2: Machine Learning and Deep Learning Theory

• Machine Learning Concepts
  • Machine Learning Lifecycle
  • Supervised Learning, Unsupervised Learning, and Reinforcement Learning
  • Optimisation
  • Hyperparameters and Validation
• Machine Learning Algorithms
  • Linear Regression
  • Logistic Regression and Syntax of Logistic Regression
  • Support Vector Machines
  • Decision Tree and Random Forests
  • Latent Dirichlet Allocation
• Deep Learning Algorithm
• Model Performance and Optimisation
• Machine Learning Tools and Frameworks

Module 3: Amazon Web Services

• Introduction to AWS Services
  • S3
  • Glue
  • Athena
  • Quick Start
  • Kinesis Data Stream and Kinesis Data Firehose
  • Kinesis Video Streams
  • Kinesis Data Analytics
  • EMR with Spark
  • Amazon ML
• AWS Application Services AI/MI 
  • Amazon Recognition
  • Amazon Polly
  • Amazon Translate
  • Amazon Comprehend
  • Amazon Lex
  • Amazon Service Chaining with AWS Step Functions

Module 4: Amazon SageMaker

• What is Amazon SageMaker?
• Three Stages
• Control SDK and Control Notebooks
• SageMaker Notebooks
• Build
  • Data Preprocessing
  • Ground Truth
  • Preprocessing Image Data
  • Algorithms
• Train
  • SageMaker Algorithms-Architecture
  • Training an Image Classifier
  • Hyperparameter Tunning
• Deploy
  • Inference Pipelines
  • Real-Time and Batch Inference
  • Deploy an Image Classifier
  • Accessing Inference form Apps
  • Create a Custom APIs for Inference
• Security
  • Securing SageMaker Notebooks
  • SageMaker and the VPC

Who should attend this AWS Specialty Machine Learning Training?

The AWS Machine Learning Course is designed for professionals aiming to harness the power of Machine Learning using Amazon Web Services technologies. This AWS Certification Training Course can be beneficial to various professionals, including:

• Data Scientists
• Machine Learning Engineers
• Software Developers
• Data Engineers
• Business Analysts
• AI Researchers
• Solution Architects

Prerequisites of the AWS Specialty Machine Learning Training

There are no formal prerequisites to attend the AWS Specialty Machine Learning Course.

AWS Specialty Machine Learning Training Course Overview

The AWS Specialty Machine Learning Certification is designed to empower delegates with the necessary knowledge and tools to leverage the capabilities of Amazon Web Services in Machine Learning, including AWS Certifications. This course delves deep into the core aspects of Machine Learning on the AWS platform, offering a comprehensive understanding of its principles and practical applications.

Learning about AWS Specialty Machine Learning is crucial for Data Scientists, Developers, and IT Professionals to remain competitive. Mastery of AWS Machine Learning enables these professionals to create and launch intelligent applications, uncover valuable insights, and foster innovation within their organisations.

This 2-day AWS Specialty Machine Learning Training offered by The Knowledge Academy provides delegates with practical experience using AWS Machine Learning services. You'll learn to process data, train models, and deploy them effectively. Additionally, you'll discover how to seamlessly integrate AWS Machine Learning into your projects, improving productivity and decision-making.

Course Objectives

• To master AWS SageMaker for Machine Learning model development
• To understand data preprocessing and feature engineering
• To implement model training and evaluation methodologies
• To deploy Machine Learning models on AWS infrastructure
• To learn to handle real-world data challenges
• To gain proficiency in AWS Machine Learning services

After successfully finishing this AWS Machine Learning Training Course, delegates will be well-prepared to harness the power of AWS Machine Learning to generate data-driven insights, enhance decision-making processes, and devise innovative solutions. Delegates can expand their AWS skills with The Knowledge Academy’s wide range of AWS Courses.

What’s included in this AWS Specialty Machine Learning Training?

• World-Class Training Sessions from Experienced Instructors
• AWS Specialty Machine Learning Certificate
• Digital Delegate Pack