AWS Certified Data Analytics - Specialty (DAS-C01) Course
Plotting Matplotlib: Working with Jupyter
AWS Certified Data Analytics - Specialty (DAS-C01) Course
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Introduction
In this section you will learn about the course introduction and agenda
Course Introduction and Structure
Video - 3:02 mins
AWS Certified Data Analytics - Specialty New Exam Vs Old Exam
Video - 7:52 mins
Sample Exam Question and Solution
Video - 8:34 mins
Understanding Jupyter Notebook for Machine Learning Analysis
In this section you will learn and understand Jupyter Notebook for Machine Learning Analysis
What is Jupyter Notebook and Jupyter Installation
Video - 4:19 mins
Configuring Jupyter and Virtual Environment With Anaconda
Video - 7:36 mins
Jupyter Kernels
Video - 5:20 mins
Data Analysis With Jupyter
Video - 6:44 mins
Plotting Matplotlib: Working with Jupyter
Video - 3:44 mins
Machine Learning In Action: Hands-On
In this section you will learn machine learning in action and hands-on data analysis
Machine Learning On AWS
Video - 7:26 mins
First steps in building a Machine Learning model
Video - 10:46 mins
Understanding AWS Datasources
Video - 9:55 mins
Machine Learning Training Models in AWS
Video - 00:7:24 mins
Importance of Feature Transformation
Video - 00:6:26 mins
Evaluating Models
Video - 00:13:40 mins
Creating a Data Source and ML Model
Video - 00:7:02 mins
Serverless machine learning inference with AWS Lambda
Video - 00:8:32 mins
Advanced Machine Learning
Video - 00:7:52 mins
Supervised Learning in Machine Learning
Video - 00:8:46 mins
Unsupervised Learning in Machine Learning
Video - 00:9:55 mins
Machine Learning: Preparing Data
Video - 00:3:34 mins
Deep Neural Networks in Machine Learning
Video - 00:14:00 mins
Neural Network Techniques in Machine Learning
Video - 00:20:51 mins
Reinforcement Machine Learning
In this section you will reinforcement machine learning concepts and hands-on labs
Understanding Reinforcement Machine Learning
Video - 00:6:49 mins
Reinforcement Learning In Action
Video - 00:6:49 mins
Dynamic Programming
Video - 00:10:28 mins
Dynamic Programming In Action
Video - 00:13:11 mins
How to model an environment
Video - 00:10:58 mins
What Is Q Learning?
Video - 00:6:38 mins
Q Learning Shortest Path
Video - 00:4:44 mins
Q Learning In Action
Video - 00:4:49 mins
AWS SageMaker
In this section you will learn how to work with machine learning models with AWS Sagemaker
What is AWS SageMaker?
Video - 5:00 mins
Machine Learning in AWS SageMaker
Video - 5:30 mins
Introduction to Linear Learning
Video - 5:27 mins
Linear Learning Data Preparation
Video - 6:44 mins
Linear Learning Training
Video - 00:7:18 mins
Creating a Hyper-parameter Training Job
Video - 00:9:55 mins
Working With AWS QuickSight – AWS Athena and ETL Techniques
In this section you will how to perform Machine Learning Data Analysis and Management with AWS QuickSight, AWS Athena, AWS Glue and work with ETL operations
AWS QuickSight: Creating Your First Visual
Video - 15:40 mins
AWS QuickSight UI
Video - 00:6:10 mins
Uploading DataSet to S3 Bucket
Video - 00:4:32 mins
Creating Database and Table in AWS
Video - 00:13:26 mins
Making Data Connection Using AWS Athena
Video - 11:10 mins
AWS UI Sample DataSet
Video - 00:11:30 mins
AWS DataLake with AWS Athena, AWS Glue and AWS S3
Video - 12:38 mins
Upgrading QuickSight To Enterprise and Create VPC
Video - 00:6:09 mins
Importing CSV File
Video - 00:6:41 mins
Advanced Data Analysis
In this section you will learn advanced data analysis within ETL operations
Creating a Basic Filter
Video - 00:6:43 mins
Creating a Calculated Field
Video - 00:6:34 mins
Function Reference
Video - 00:5:06 mins
Creating Your First Story
Video - 00:6:46 mins
Publishing Dashboard
Video - 00:4:02 mins
Exporting Visuals
Video - 00:3:13 mins
Connecting To Twitter
Video - 00:3:43 mins
Using Autograph
Video - 00:6:27 mins
AWS Athena - Glue Concepts
Video - 12:21 mins
Machine Learning Essential Steps and Process
In this section you will in depth AWS machine Learning processes and 5 essential steps
What You Will Learn
Video - 00:4:50 mins
When To Use Machine Learning
Video - 00:4:34 mins
Machine Learning Business Problem Framing
Video - 00:9:44 mins
Types Of Machine Learning
Video - 9:59 mins
Machine Learning Algorithms
Video - 00:15:36 mins
Different Types Of Data
Video - 00:4:45 mins
Data Collection and Integration
Video - 00:6:55 mins
Data Cleaning in ML
Video - 00:5:50 mins
Data Shuffling and Splitting
Video - 00:7:35 mins
Features and Labels in ML
Video - 00:4:03 mins
Types of Data Visualizations
Video - 5:19 mins
Feature Engineering Revisited
Video - 00:6:13 mins
Numeric Value Binning
Video - 00:7:01 mins
Parameter Tuning to Optimize ML
Video - 00:5:19 mins
Overfitting and Underfitting Machine Learning Models
Video - 00:7:26 mins
Machine Learning Goal Evaluation
Video - 00:4:22 mins
Data Augmentation in ML
Video - 00:5:38 mins
Machine Learning Data Prediction
Video - 00:5:05 mins
Creating a Data Source and Machine Learning Model
Video - 00:7:02 mins
Course Conclusion and Resources
In this section you will learn about FREE ClayDesk Web Hosting, course recap and download all resources for this course
FREE ClayDesk WebHosting
Video - 00:3:34 mins
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