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Stone River Elearning - Machine Learning with Jupyter Notebooks in Amazon AWS

Stone River Elearning – Machine Learning with Jupyter Notebooks in Amazon AWS

Original price was: $99.00.Current price is: $25.00.

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Stone River Elearning - Machine Learning with Jupyter Notebooks in Amazon AWS1Stone River Elearning – Machine Learning with Jupyter Notebooks in Amazon AWS

A comprehensive look into Machine Learning using Dynamic Programming, Python and SageMaker service offered by Amazon AWS

Are you a company or a IT administrator, data center architect, consultant, enterprise architect, data protection officer, programmer, data security specialist, or big data analyst and want to gain fundamental and intermediate level skills and enjoy a fascinating high paying career?

Or maybe you just want to learn additional tips and techniques taking to a whole new level?

In this course, you’ll learn and practice:

  • Machine Learning topics
  • Jupyter Notebooks
  • Reinforcement Learning
  • Machine Learning Services in AWS
  • AWS Sagemaker
  • Dynamic Programming
  • Q-Learning
  • Understand best practices, and much more….

Who this course is for:

  • Beginner IT professionals who want to get in the forefront of the Artificial Intelligence and Machine Learning game
  • Anyone who is curios about machine learning

Requirements

  • Basic knowledge of AWS services
  • Valid AWS account is required, that is, a credit card is required to open an AWS account

Course Curriculum

Introduction
  • Course Agenda (3:32)
  • Creating a billing alert (5:06)
  • AWS Management Console (4:05)
  • EC2 Dashboard Experience (3:55)
Machine Learning
  • Intro to Reinforcement Learning (6:19)
  • Reinforcement Learning in Action (6:48)
  • Basics of Machine Learning (7:50)
  • Supervised Learning (8:46)
  • Unsupervised Learning (9:55)
  • Deep Neural Networks (13:59)
  • Neural Network Techniques (20:50)
Reinforcement Learning
  • Modeling a Reinforcement Learning environment (7:59)
  • What is dynamic programming (10:28)
  • What is Q Learning ? (6:37)
  • Demonstrating Q Learning (4:48)
  • QLearning Shortest Path (4:43)
  • Dynamic Programming in Action (13:11)
Jupyter Notebooks
  • What is a notebook and Installing Jupyter ? (4:19)
  • Creating first Jupyter Notebook through Anaconda (7:36)
  • Looking at Jupyter Kernels (5:20)
  • Data Analysis in Jupyter (6:43)
  • Plotting with Matplotlib in Jupyter (3:43)
Machine Learning in AWS
  • The AWS Machine Learning Service (7:25)
  • First steps in building a Machine Learning model (10:45)
  • Understanding AWS Datasources (9:54)
  • Machine Learning Training Models in AWS (7:24)
  • Importance of Feature Transformation (6:26)
  • Evaluating Models (13:40)
  • Creating a datasource and model in AWS (7:01)
  • Serverless machine learning inference with AWS Lambda (8:31)
AWS SageMaker
  • What is SageMaker (5:00)
  • Setting up AWS for SageMaker (12:11)
  • Machine Learning in SageMaker (5:30)
  • Intro to Linear Learner (5:27)
  • Preparing data for Linear Learner algorithm (6:43)
  • Training data using Linear Learner (7:18)
  • Creating a Hyperparameter Tuning Job (9:54)

Sale Page: https://stoneriverelearning.com/p/machine-learning-with-jupyter-notebooks-in-amazon-aws
Archive: https://archive.ph/wip/uTPLw

Delivery Method

– After your purchase, you’ll see a View your orders link which goes to the Downloads page. Here, you can download all the files associated with your order.
– Downloads are available once your payment is confirmed, we’ll also send you a download notification email separate from any transaction notification emails you receive from imcourse.digital.
– Since it is a digital copy, our suggestion is to download and save it to your hard drive. In case the link is broken for any reason, please contact us and we will resend the new download link.
– If you cannot find the download link, please don’t worry about that. We will update and notify you as soon as possible from 8:00 AM – 8:00 PM (UTC+8).
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Stone River Elearning - Machine Learning with Jupyter Notebooks in Amazon AWS
Stone River Elearning – Machine Learning with Jupyter Notebooks in Amazon AWS

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