AWS Certified AI Practitioner (AIF-C01)
AI and machine learning fundamentals on AWS: concepts, Bedrock, SageMaker and responsible AI.
- Study & career skills
- Beginner
- English
- 179 videos · 15 h
- Updated May 2025
Videos by ExamPro · 21.8K views on this playlist
About this course
ExamPro's AWS AI Practitioner course. It starts with what AI, machine learning and generative AI are, then the AWS services used for them (Bedrock, SageMaker, the AI services), prompt engineering, and responsible-AI and security considerations for the AIF-C01 exam.
What you'll be able to do
- 1Tell AI, ML and generative AI apart
- 2Describe the AWS AI and ML services
- 3Apply prompt engineering and responsible-AI principles
Videos
Start with video 1 →MODULE 1Videos 1–1010 lessons · 35 min
- Meet Your Instructor1 min
- Course Introduction: AWS AI Practitioner AIF-C0111 min
- Exam Guide Breakdown6 min
- What is AI? An Introduction to Artificial Intelligence3 min
- AI vs Generative AI: What's the Difference?4 min
- Introduction to Jupyter Notebooks: A Guide for Beginners3 min
- What is NLP? Natural Language Processing Explained4 min
- Understanding Regression in Machine Learning1 min
- Classification in Machine Learning: Concepts and Techniques1 min
- What is Clustering in Machine Learning?1 min
MODULE 2Videos 11–2010 lessons · 20 min
- Types of Machine Learning3 min
- Divisions of Machine Learning2 min
- What is Classical Machine Learning?2 min
- Supervised vs Unsupervised Learning: What’s the Difference?1 min
- Supervised, Unsupervised, and Reinforcement Learning1 min
- Supervised Learning Models Explained1 min
- Unsupervised Learning Models2 min
- Neural Networks and Deep Learning4 min
- Introduction to Perceptrons: The Building Block of Neural Networks1 min
- Basic Perceptron Network3 min
MODULE 3Videos 21–3010 lessons · 12 min
- Activation Functions in Neural Networks Explained3 min
- Linear Activation Function Explained1 min
- Binary Step Activation Function Explained1 min
- Sigmoid Activation Function: How It Works1 min
- Tahn Activation Function1 min
- ReLU Activation Function1 min
- Leaky ReLU Activation Function1 min
- ELU Activation Function1 min
- Swish Activation Function1 min
- Maxout Activation Function1 min
MODULE 4Videos 31–4010 lessons · 14 min
- SoftMax Activation Function1 min
- What is an Algorithm?2 min
- What is an ML Model?2 min
- What is a Feature in Machine Learning?1 min
- What is Inference in Machine Learning?1 min
- Parameters vs Hyperparameters: What's the Difference?2 min
- What is Responsible AI? Ethics and Best Practices2 min
- What is Data Labeling?1 min
- What is Data Mining?1 min
- Data Mining Methods Explained1 min
MODULE 5Videos 41–5010 lessons · 14 min
- What is Knowledge Mining?2 min
- What is Data Wrangling? Transforming Raw Data2 min
- What is Data Modeling?1 min
- What is Data Analytics?1 min
- What is a Data Scientist?1 min
- Data Roles Compared1 min
- Train vs Test vs Validation Dataset1 min
- What is a Corpus in Machine Learning?2 min
- What is a Data Type?2 min
- What is a Foundational Model?1 min
MODULE 6Videos 51–6010 lessons · 29 min
- What is a Large Language Model (LLM)?2 min
- Understanding Transformer Architecture in AI: AWS AI Practitioner AIF-C013 min
- What is Tokenization in NLP?2 min
- Tokens and Model Capacity2 min
- What are Embeddings? Representing Data in AI3 min
- What is Positional Encoding in Transformers?1 min
- What is Attention in Machine Learning?3 min
- Fine-Tuning Large Language Models (LLMs) Explained8 min
- Introduction to Amazon Bedrock3 min
- Amazon Bedrock Model Catalog2 min
MODULE 7Videos 61–7010 lessons · 209 min
- Deploying Models with Amazon Bedrock4 min
- Amazon Bedrock Playgrounds: Test and Experiment with AI Models2 min
- Amazon Bedrock Setup Guide8 min
- How to Turn Off SageMaker Notebook Warning1 min
- Prompt Engineering with Amazon Bedrock44 min
- Text Generation with Amazon Bedrock55 min
- Using Amazon Bedrock Knowledge Base for AI Solutions4 min
- Amazon Bedrock RAG: Retrieval-Augmented Generation41 min
- Amazon Bedrock Agents: Automate AI Workflows3 min
- Amazon Bedrock Agent Follow Along47 min
MODULE 8Videos 71–8010 lessons · 74 min
- Amazon Bedrock Prompt Flow2 min
- Amazon Bedrock Prompt Flow Follow Along15 min
- Amazon Bedrock Cleanup: RAG and Agent Management3 min
- Amazon Bedrock Prompt Manager2 min
- Creating Custom Models with Amazon Bedrock3 min
- Custom Models Follow Along with Amazon Bedrock31 min
- Image Generation with Amazon Bedrock10 min
- Implementing Guardrails in Amazon Bedrock2 min
- Guardrails Follow Along with Amazon Bedrock5 min
- Amazon Bedrock Invocation Logging1 min
MODULE 9Videos 81–9010 lessons · 59 min
- Invocation Logging Follow Along with Amazon Bedrock3 min
- Evaluating AI Models with Amazon Bedrock1 min
- Evaluation Follow Along with Amazon Bedrock20 min
- Third-Party Vector Search Solutions for Generative AI2 min
- Pinecone Vector Database Follow Along14 min
- Amazon Aurora and RDS PG Vector for Generative AI2 min
- PG Vector Follow Along with Amazon RDS14 min
- Using DynamoDB and DocumentDB for Generative AI1 min
- Leveraging Amazon Neptune for Generative AI Applications1 min
- Amazon OpenSearch for Generative AI1 min
MODULE 10Videos 91–10010 lessons · 50 min
- Introduction to AWS PartyRock2 min
- AWS PartyRock Follow Along14 min
- General Machine Learning Workflow3 min
- What are ML Pipelines?1 min
- Data Readiness: Preparing Your Data for Machine Learning2 min
- Data Wrangler: Simplify Data Preparation with AWS3 min
- How to Handle SageMaker Canvas Warnings4 min
- Introduction to SageMaker Canvas6 min
- SageMaker Canvas Follow Along10 min
- SageMaker Feature Store5 min
MODULE 11Videos 101–11010 lessons · 33 min
- Deploying Models with SageMaker Endpoints1 min
- Introduction to SageMaker Python SDK6 min
- Labeling Data with SageMaker Ground Truth6 min
- SageMaker Automatic Model Tuning3 min
- SageMaker Inference: Making Predictions with AWS7 min
- Monitoring Models with SageMaker Model Monitor1 min
- Managing Models with SageMaker Model Registry1 min
- Data Processing with SageMaker Processing Jobs1 min
- Building Machine Learning Pipelines with SageMaker2 min
- Ensuring Fairness with SageMaker Clarify5 min
MODULE 12Videos 111–12010 lessons · 36 min
- Documenting Models with SageMaker Model Cards1 min
- Getting Started Quickly with SageMaker JumpStart17 min
- Introduction to SageMaker Studio Labs7 min
- Amazon A2I (Augmented AI)1 min
- What are Evaluation Metrics in Machine Learning?1 min
- Understanding the Confusion Matrix for Model Evaluation3 min
- Classification Metrics: Accuracy vs. Precision1 min
- Classification Metrics: Accuracy vs. F1 Score2 min
- ROC Curve and AUC: Evaluating Classification Models1 min
- Ranking Metrics for Evaluating Machine Learning Models2 min
MODULE 13Videos 121–13010 lessons · 38 min
- Metrics for Evaluating Computer Vision Models1 min
- Evaluation Metrics for Natural Language Processing2 min
- NLP Metrics Follow Along8 min
- Evaluation Metrics for Deep Learning Models1 min
- Evaluation Metrics for Regression Models1 min
- Foundation Model Evaluation Library: Tools and Techniques1 min
- Introduction to Amazon Q: AI-Powered Developer Assistant2 min
- Amazon CodeWhisperer: AI-Powered Code Completion1 min
- Using Amazon Q and CodeWhisperer Together for AI-Assisted Development20 min
- Introduction to Amazon CodeGuru for Code Optimization1 min
MODULE 14Videos 131–14010 lessons · 108 min
- Amazon CodeGuru Follow Along8 min
- Introduction to Amazon Comprehend for NLP3 min
- Amazon Comprehend Follow Along5 min
- Introduction to Amazon Forecast for Time Series Predictions1 min
- Amazon Fraud Detection Service: Identifying Anomalies in Transactions3 min
- Amazon Kendra: Intelligent Search for Enterprise Content4 min
- Amazon Kendra Follow Along34 min
- Amazon Lex: Building Conversational Bots with AI2 min
- Amazon Personalize: Customizing Recommendations with AI2 min
- Amazon Personalize Follow Along46 min
MODULE 15Videos 141–15010 lessons · 63 min
- Amazon Polly: Text-to-Speech Service3 min
- Amazon Polly Follow Along15 min
- Introduction to Amazon Rekognition for Image and Video Analysis2 min
- Amazon Rekognition Follow Along18 min
- Introduction to Amazon Textract for Document Analysis2 min
- Amazon Textract Follow Along12 min
- Introduction to Amazon Translate for Language Translation1 min
- Amazon Translate Follow Along7 min
- Introduction to ISO AI Standards for Generative AI Security1 min
- ISO AI Standard Follow Along (part 1)2 min
MODULE 16Videos 151–16010 lessons · 29 min
- Understanding the Algorithmic Accountability Act for AI Security1 min
- Algorithmic Accountability Act Follow Along (part 1)1 min
- Generative AI Security Scoping Matrix (part 1)1 min
- Generative AI Security Scoping Matrix Follow Along (part 1)2 min
- Understanding and Mitigating Prompt Injection Attacks8 min
- Introduction to Amazon Athena: Interactive SQL Queries3 min
- Understanding Athena SQL Components3 min
- Exploring Athena SQL Data Types4 min
- Understanding Athena SQL SerDe for Data Serialization3 min
- Creating and Managing Tables in Athena SQL3 min
MODULE 17Videos 161–17010 lessons · 65 min
- Introduction to AWS Glue: Serverless Data Integration2 min
- Getting Started with AWS Glue Studio2 min
- Understanding AWS Glue Jobs for Data Transformation1 min
- AWS Glue Data Catalog2 min
- AWS Glue Data Catalog Crawlers: Automate Metadata Discovery1 min
- Ensuring Data Quality with AWS Glue1 min
- Introduction to AWS Glue DataBrew: Visual Data Preparation1 min
- Data Catalog Table and Glue Visual ETL Follow Along32 min
- Introduction to Amazon OpenSearch: Search and Analytics2 min
- Amazon OpenSearch Follow Along21 min
MODULE 18Videos 171–1799 lessons · 18 min
- Introduction to Data Lakes: Managing Big Data1 min
- Introduction to AWS Lake Formation: Building Secure Data Lakes1 min
- Understanding the ISO AI Standard1 min
- ISO AI Standard Follow Along (part 2)2 min
- Overview of the Algorithmic Accountability Act1 min
- Algorithmic Accountability Act Follow Along (part 2)1 min
- Generative AI Security Scoping Matrix (part 2)1 min
- Generative AI Security Scoping Matrix Follow Along (part 2)2 min
- Understanding Prompt Injection Attacks8 min
- Before you start
- None
- Accessibility
- YouTube captions where the creator provides them · Keyboard-accessible player · Notes and bookmarks
Where these videos come from
Every lesson plays the original video from ExamPro with YouTube's own player, so views and credit stay with the creator. We picked this playlist because it's complete, in order, and recently updated. SkillSpring adds progress tracking, notes, bookmarks and focus mode around it.
Playlist: “AWS AI Practitioner AIF-C01 Certification Course” · 179 videos · last updated May 2025. Open on YouTube