52 Weeks of AWS: AWS ML Certification: Part 2 What is ML?
2Learn to pass the AWS ML Certification Part 2
00:00 Intro
01:56 Artificial intelligence, machine learning, and deep learning.
02:34 Artificial Intelligence
03:10 Machine Learning
03:58 Deep learning
05:11 ML and technology advancements
06:00 Common ML Use Cases
08:14 Types of machine learning
09:21 Supervized learning
10:17 Computer vision
11:08 Unsupervized learning
12:44 Natural language processing
13:20 Reinforcement learning
14:34 Self-driving vehicles
15:04 When to use machine learning
15:35 ML pipeline: Business
16:23 ML pipeline: Data preparation
17:22 ML pipeline: Iterative model training
18:01 ML pipeline: Feature Engineering
19:25 ML pipeline: Model Training
20:18 ML pipeline: Evaluating and tuning the model
21:00 Overfitting and underfitting
22:48 Python tools and libraries
24:57 ML Frameworks
25:50 Amazon SageMaker
26:42 Machine learning managed services
28:30 Machine learning challenges
If you enjoyed this video, here are additional resources to look at:
Coursera + Duke Specialization: Building Cloud Computing Solutions at Scale Specialization: https://www.coursera.org/specializations/building-cloud-computing-solutions-at-scale
Python, Bash, and SQL Essentials for Data Engineering Specialization: https://www.coursera.org/specializations/python-bash-sql-data-engineering-duke
AWS Certified Solutions Architect - Professional (SAP-C01) Cert Prep: 1 Design for Organizational Complexity:
https://www.linkedin.com/learning/aws-certified-solutions-architect-professional-sap-c01-cert-prep-1-design-for-organizational-complexity/design-for-organizational-complexity?autoplay=true
O'Reilly Book: Practical MLOps: https://www.amazon.com/Practical-MLOps-Operationalizing-Machine-Learning/dp/1098103017
O'Reilly Book: Python for DevOps: https://www.amazon.com/gp/product/B082P97LDW/
Pragmatic AI: An Introduction to Cloud-based Machine Learning: https://www.amazon.com/gp/product/B07FB8F8QP/
Pragmatic AI Labs Book: Python Command-Line Tools: https://www.amazon.com/gp/product/B0855FSFYZ
Pragmatic AI Labs Book: Cloud Computing for Data Analysis: https://www.amazon.com/gp/product/B0992BN7W8
Pragmatic AI Book: Minimal Python: https://www.amazon.com/gp/product/B0855NSRR7
Pragmatic AI Book: Testing in Python: https://www.amazon.com/gp/product/B0855NSRR7
Subscribe to Pragmatic AI Labs YouTube Channel: https://www.youtube.com/channel/UCNDfiL0D1LUeKWAkRE1xO5Q
Subscribe to 52 Weeks of AWS Podcast: https://52-weeks-of-cloud.simplecast.com
View content on noahgift.com: https://noahgift.com/
View content on Pragmatic AI Labs Website: https://paiml.com/