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AWS Machine Learning using Python 2022
Introduction
Introduction - Course Agenda (2:13)
What You Should Have (1:58)
Creating a billing alert (5:19)
Amazon Machine Learning - Sage Maker (5:30)
AWS Management Console (4:05)
AWS Machine Learning
Complete Machine Learning run through (18:23)
Your First Machine Learning Project (18:23)
Machine learning project cleanup (2:38)
Watch Out For AWS Billing - Check Frequently (1:58)
Your Second Machine Learning Project Upload Data Set to S3 (8:41)
Creating Training Data Source & Machine Learning Model (10:27)
Generating Predictions (7:55)
Quick check on billing (1:23)
Machine Learning Fundamentals
Machine learning basics (7:50)
Supervised Learning (8:46)
Unsupervised Learning (9:55)
Deep Neural Networks (13:59)
Neural Network Techniques (20:50)
Intro to Reinforcement Learning (6:19)
Reinforcement Learning in Action (6:48)
Core AWS Configurations & Fundamentals
AWSMachine Learning Fundamentals (12:28)
AWS ML Pricing (2:11)
Install AWS CLI (12:45)
Creating AWS Security Group (9:18)
Generating Key Pair (4:44)
Creating AWS Instance (14:39)
Connecting to AWS Instance with Putty For Windows (9:41)
AWS Rekognition Using Python: In Depth
Download & Install PyCharm (8:34)
Create a new user – programmatic access (4:58)
Using Command Line For User Login (3:56)
Install Boto3: Amazon Web Services (AWS) SDK for Python (5:46)
Create Images Directory In Pycharm (3:15)
Uploading Images To Web Server (3:10)
Python Pprint (2:14)
Creating Helpers File (3:28)
Fetching lables form image (12:32)
Extracting just labels (4:11)
Face Detection With Python (13:58)
Using S3 Label Detection (7:12)
Limits Of Amazon Rekognition (5:22)
Python Programming For Complete Beginners
Python Introduction & Agenda (11:23)
Why Program? (14:12)
Downloading Python 3.5 (10:43)
Python Interpreter & Idle (14:22)
Nuts & Bolts of Program (14:57)
Python Strings (18:09)
Getting Input (17:09)
Reading & Writing Files (21:09)
Python Expressions (13:00)
Creating Your First Program Part1 (11:53)
Creating Your First Program Part2 (14:19)
Placing Comments in Code (11:54)
Introduction To Strings-Part1 (10:02)
Introduction To Strings-Part2 (10:01)
What Are Functions? (19:03)
Print Function (5:19)
Escape Codes In Python (10:52)
Input Function (18:40)
Global Variables (8:46)
Concept Of Python Dictionaries (16:55)
Concept of Lists (16:10)
What Are Tuples? (13:48)
Introduction to Loops (21:20)
Working With Graphics (10:25)
Conditional Execution (9:56)
IF Statement (14:29)
Additional IF Statements (12:15)
The While Loop (13:49)
Project A (18:19)
Project B (13:42)
Python Advanced Programming
Introduction (6:02)
Python Refresher (5:01)
List Comprehension (20:05)
Sets & Dictionaries (17:08)
Looping Techniques (12:52)
Python Modules (12:25)
Python Packages (14:35)
Time Functionality (13:32)
Graphical User Interface Introduction (4:15)
Creating Tk Widget (17:13)
Working With Buttons and Labels (18:07)
Python Message Box (17:32)
Radio Button Implementation (8:49)
Data Entry Widget Creation (11:40)
Working With Oval Objects (19:51)
POST and GET Methods (13:51)
Advanced File Operations (12:34)
Accessing Internet With Python (12:03)
Turtle Star (15:14)
Random Walk (8:58)
Creating Multimedia (16:51)
Text Input-Part 1 (14:02)
Text Input-Part 2 (15:41)
Networking With Python (11:40)
Python Debugger (15:02)
Advanced Project A (7:49)
Advanced Project B (19:55)
Machine learning project cleanup
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