AWS Certified
AI Practitioner (AIF-C01)
Learn in-demand knowledge of artificial intelligence (AI), machine learning (ML), and generative AI concepts and use cases.
Get Access NowUSD $29.00
USD $60.00
(50% off)
This Course Includes:
1 Year Access
14.5
Hours of Video
137
Lectures
36
Follow Alongs
62
Flashcards
1
Practice Exams
Individual Video Quizlets
Certificate of Completion
Course Outline
Introduction
17m 40s
Meet Your Instructor
1m 4s
Lecture
Introduction
11m 3s
Lecture
Exam Guide Breakdown
5m 33s
Lecture
AI and ML Fundamentals
56m 27s
What is AI?
2m 40s
Lecture
AI vs GenAI
4m 17s
Lecture
Jupyter Notebooks
2m 29s
Lecture
What is NLP?
4m 6s
Lecture
Regression
1m 22s
Lecture
Classification
1m 15s
Lecture
Clustering
52s
Lecture
Types of Machine Learning
2m 41s
Lecture
Divisions of Machine Learning
2m 3s
Lecture
Classical Machine Learning
2m 19s
Lecture
Supervised vs Unsupervised Learning
1m 19s
Lecture
Supervised vs Unsupervised vs Reinforcement
1m 13s
Lecture
Supervised Learning Models
1m 14s
Lecture
Unsupervised Learning Models
1m 33s
Lecture
Neural Networks and Deep learning
3m 40s
Lecture
Introduction to Perceptrons
59s
Lecture
Basic Perceptron Network
2m 30s
Lecture
Activation Functions
3m 17s
Lecture
Linear Activation
46s
Lecture
Binary Step
42s
Lecture
Sigmoid Activation
1m 24s
Lecture
Tahn Activation
52s
Lecture
ReLU
1m 22s
Lecture
Leaky ReLU
52s
Lecture
ELU
45s
Lecture
Swish Activation
40s
Lecture
Maxout
26s
Lecture
SoftMax
47s
Lecture
What is an ML Model?
1m 51s
Lecture
What is an Algorithm?
1m 31s
Lecture
What is a Feature?
50s
Lecture
What is Inference?
42s
Lecture
What are Parameters and Hyperparameters?
1m 30s
Lecture
Responsible AI
1m 38s
Lecture
Data and ML
14m 8s
What is Labeling?
1m 1s
Lecture
What is Data Mining?
39s
Lecture
Data Mining Methods
52s
Lecture
What is Knowledge Mining?
1m 57s
Lecture
What is Data Wrangling?
1m 31s
Lecture
What is Data Modeling?
1m 16s
Lecture
What is Data Analytics?
40s
Lecture
What is a Data Scientist?
1m 24s
Lecture
Data Role Comparisons
50s
Lecture
Train vs Test vs Validation DataSet
51s
Lecture
Corpus
1m 32s
Lecture
What is a Data Type?
1m 35s
Lecture
Gen AI Primer
29m 47s
AI vs GenAI
3m 55s
Lecture
What is a Foundational Model
1m 13s
Lecture
What is a Large Language Model?
1m 39s
Lecture
Transformer Architecture
2m 56s
Lecture
Tokenization
1m 54s
Lecture
Tokens and Capacity
2m 18s
Lecture
Embeddings
3m 2s
Lecture
Positional Encoding
1m 21s
Lecture
Attention
3m 5s
Lecture
Fine-Tuning LLMs
8m 24s
Lecture
Amazon Bedrock
5h 11m 45s
Amazon Bedrock
3m 13s
Lecture
Amazon Bedrock - Model Catalog
1m 42s
Lecture
Amazon Bedrock - Deployment Models
4m 3s
Lecture
Amazon Bedrock - Playgrounds
2m 13s
Lecture
Amazon Bedrock Setup
7m 35s
Follow Along
Turn Off SageMaker Notebook Warning
44s
Follow Along
Amazon Bedrock Prompt Engineering
43m 56s
Follow Along
Amazon Bedrock Text Generation
55m 20s
Follow Along
Amazon Bedrock - Knowledge Base
3m 57s
Lecture
Amazon Bedrock RAG
41m 23s
Follow Along
Amazon Bedrock - Agents
2m 30s
Lecture
Amazon Bedrock Agent Follow Along
47m 12s
Follow Along
Amazon Bedrock - Prompt Flow
1m 56s
Lecture
Amazon Bedrock Prompt Flow Follow Along
15m 5s
Follow Along
Amazon Bedrock Cleanup RAG and Agent
2m 40s
Follow Along
Amazon Bedrock - Prompt Manager
1m 50s
Lecture
Amazon Bedrock - Custom Models
2m 59s
Lecture
Amazon Bedrock - Custom Models Follow Along
30m 51s
Follow Along
Amazon Bedrock Image Generation
9m 31s
Follow Along
Amazon Bedrock Guardrails
2m 15s
Lecture
Amazon Bedrock Guardrails Follow Along
5m 22s
Follow Along
Amazon Bedrock Invocation Logging
1m 8s
Lecture
Amazon Bedrock Invocation Logging Follow Along
3m 26s
Follow Along
Amazon Bedrock Evaluation
1m 23s
Lecture
Amazon Bedrock Evaluation Follow Along
19m 31s
Follow Along
Datastore for GenAI
35m 47s
Third-Party Vector Search for GenAI
2m 25s
Lecture
Pinecone Follow Along
14m 26s
Follow Along
Amazon Aurora and RDS PG Vector for GenAI
2m 10s
Lecture
PG Vector Follow Along
13m 34s
Follow Along
DynamoDB and DocumentDB for GenAI
1m 22s
Lecture
Amazon Neptune for GenAI
53s
Lecture
Amazon OpenSearch for GenAI
57s
Lecture
AWS PartyRock
16m 19s
AWS PartyRock
2m 2s
Lecture
AWS PartyRock Follow Along
14m 17s
Follow Along
SageMaker
1h 31m 21s
General Machine Learning Workflow
3m 5s
Lecture
ML Pipelines
1m 22s
Lecture
Data Readiness
2m 10s
Lecture
Data Wrangler
3m 3s
Lecture
SageMaker Canvas Warning
4m 10s
Follow Along
SageMaker Canvas
6m 19s
Lecture
SageMaker Canvas Follow Along
10m 9s
Follow Along
SageMaker Feature Store
4m 34s
Lecture
SageMaker Endpoints
35s
Lecture
SageMaker Python SDK
6m 11s
Lecture
SageMaker Ground Truth
5m 43s
Lecture
SageMaker Automatic Tuning
2m 39s
Lecture
SageMaker Inference
7m 3s
Lecture
SageMaker Model Monitor
30s
Lecture
SageMaker Model Registry
42s
Lecture
SageMaker Processing
1m 10s
Lecture
SageMaker Pipelines
1m 41s
Lecture
SageMaker Clarify
4m 54s
Lecture
SageMaker Model Cards
22s
Lecture
SageMaker JumpStart
17m 5s
Follow Along
SageMaker Studio Labs
7m 13s
Follow Along
Amazon A2I
41s
Lecture
Evaluations
23m 58s
What are Metrics?
1m 21s
Lecture
Confusion Matrix
3m 18s
Lecture
Classification Metrics: Accuracy vs. Precision
1m 20s
Lecture
Classification Metrics: Accuracy vs. F1 Score
1m 34s
Lecture
Classification Metrics: ROC Curve and AUC
1m
Lecture
Ranking Metrics
1m 34s
Lecture
Computer Vision Metrics
30s
Lecture
NLP Metrics
1m 57s
Lecture
NLP Metrics Follow Along
8m 2s
Follow Along
Deep Learning Metrics
42s
Lecture
Regression Metrics
1m 28s
Lecture
Foundation Model Evaluation Library
1m 12s
Lecture
AI Dev Tools
23m 23s
Amazon Q
1m 34s
Lecture
Amazon CodeWhisperer
1m 27s
Lecture
Amazon Q and CodeWhisperer Lab
20m 22s
Follow Along
AWS Managed ML
2h 48m 8s
CodeGuru
1m 1s
Lecture
Watch
CodeGuru
7m 59s
Follow Along
Watch
Amazon Comprehend
2m 51s
Lecture
Watch
Amazon Comprehend
4m 53s
Follow Along
Watch
Amazon Forecast
1m 6s
Lecture
Watch
Amazon Fraud Detection
3m 10s
Lecture
Watch
Amazon Kendra
3m 30s
Lecture
Watch
Amazon Kendra
33m 34s
Follow Along
Watch
Amazon Lex
2m 25s
Lecture
Watch
Amazon Personalize
2m 25s
Lecture
Watch
Amazon Personalize
46m 6s
Follow Along
Watch
Amazon Polly
3m 5s
Lecture
Watch
Amazon Polly
14m 41s
Follow Along
Watch
Amazon Rekognition
1m 55s
Lecture
Watch
Amazon Rekognition
18m 20s
Follow Along
Watch
Amazon Textract
1m 47s
Lecture
Watch
Amazon Textract
11m 37s
Follow Along
Watch
Amazon Translate
35s
Lecture
Watch
Amazon Translate
7m 8s
Follow Along
Watch
GenAI Security
16m 31s
ISO AI Standard
45s
Lecture
ISO AI Standard Follow Along
1m 41s
Follow Along
Algorithmic Accountability Act
1m 41s
Lecture
Algorithmic Accountability Act Follow Along
1m 14s
Follow Along
Generative AI Security Scoping Matrix
32s
Lecture
Generative AI Security Scoping Matrix Follow Along
2m 10s
Follow Along
Prompt Injection
8m 28s
Follow Along
Athena
15m 37s
Introduction to Athena
2m 32s
Lecture
Watch
Athena SQL Components
2m 43s
Lecture
Watch
Athena SQL Data Types
4m 6s
Lecture
Watch
Athena SQL SerDe
3m 16s
Lecture
Watch
Athena SQL Table
3m
Lecture
Watch
Glue
41m 16s
Introduction to AWS Glue
1m 37s
Lecture
Watch
AWS Glue Studio
2m 13s
Lecture
Watch
AWS Glue Jobs
1m 5s
Lecture
Watch
Glue Data Catalog
1m 51s
Lecture
Watch
Glue Data Catalog Crawlers
58s
Lecture
Watch
Glue Data Quality
1m 9s
Lecture
Watch
Glue Data Brew
40s
Lecture
Watch
Data Catalog Table and Glue Visual ETL
31m 43s
Follow Along
Watch
OpenSearch
22m 57s
OpenSearch Service
1m 53s
Lecture
Watch
OpenSearch Follow-Along
21m 4s
Follow Along
Watch
Lake Formation
2m 28s
Introduction to Data Lakes
1m 2s
Lecture
Lake Formation
1m 26s
Lecture