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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 6 min · videos by ExamPro

By the end you should be able to

  1. Tell AI, ML and generative AI apart
  2. Describe the AWS AI and ML services
  3. Apply prompt engineering and responsible-AI principles

Watch in this order

  1. 1.Meet Your Instructor1 min
  2. 2.Course Introduction: AWS AI Practitioner AIF-C0111 min
  3. 3.Exam Guide Breakdown6 min
  4. 4.What is AI? An Introduction to Artificial Intelligence3 min
  5. 5.AI vs Generative AI: What's the Difference?4 min
  6. 6.Introduction to Jupyter Notebooks: A Guide for Beginners3 min
  7. 7.What is NLP? Natural Language Processing Explained4 min
  8. 8.Understanding Regression in Machine Learning1 min
  9. 9.Classification in Machine Learning: Concepts and Techniques1 min
  10. 10.What is Clustering in Machine Learning?1 min
  11. 11.Types of Machine Learning3 min
  12. 12.Divisions of Machine Learning2 min
  13. 13.What is Classical Machine Learning?2 min
  14. 14.Supervised vs Unsupervised Learning: What’s the Difference?1 min
  15. 15.Supervised, Unsupervised, and Reinforcement Learning1 min
  16. 16.Supervised Learning Models Explained1 min
  17. 17.Unsupervised Learning Models2 min
  18. 18.Neural Networks and Deep Learning4 min
  19. 19.Introduction to Perceptrons: The Building Block of Neural Networks1 min
  20. 20.Basic Perceptron Network3 min
  21. 21.Activation Functions in Neural Networks Explained3 min
  22. 22.Linear Activation Function Explained1 min
  23. 23.Binary Step Activation Function Explained1 min
  24. 24.Sigmoid Activation Function: How It Works1 min
  25. 25.Tahn Activation Function1 min
  26. 26.ReLU Activation Function1 min
  27. 27.Leaky ReLU Activation Function1 min
  28. 28.ELU Activation Function1 min
  29. 29.Swish Activation Function1 min
  30. 30.Maxout Activation Function1 min
  31. 31.SoftMax Activation Function1 min
  32. 32.What is an Algorithm?2 min
  33. 33.What is an ML Model?2 min
  34. 34.What is a Feature in Machine Learning?1 min
  35. 35.What is Inference in Machine Learning?1 min
  36. 36.Parameters vs Hyperparameters: What's the Difference?2 min
  37. 37.What is Responsible AI? Ethics and Best Practices2 min
  38. 38.What is Data Labeling?1 min
  39. 39.What is Data Mining?1 min
  40. 40.Data Mining Methods Explained1 min
  41. 41.What is Knowledge Mining?2 min
  42. 42.What is Data Wrangling? Transforming Raw Data2 min
  43. 43.What is Data Modeling?1 min
  44. 44.What is Data Analytics?1 min
  45. 45.What is a Data Scientist?1 min
  46. 46.Data Roles Compared1 min
  47. 47.Train vs Test vs Validation Dataset1 min
  48. 48.What is a Corpus in Machine Learning?2 min
  49. 49.What is a Data Type?2 min
  50. 50.What is a Foundational Model?1 min
  51. 51.What is a Large Language Model (LLM)?2 min
  52. 52.Understanding Transformer Architecture in AI: AWS AI Practitioner AIF-C013 min
  53. 53.What is Tokenization in NLP?2 min
  54. 54.Tokens and Model Capacity2 min
  55. 55.What are Embeddings? Representing Data in AI3 min
  56. 56.What is Positional Encoding in Transformers?1 min
  57. 57.What is Attention in Machine Learning?3 min
  58. 58.Fine-Tuning Large Language Models (LLMs) Explained8 min
  59. 59.Introduction to Amazon Bedrock3 min
  60. 60.Amazon Bedrock Model Catalog2 min
  61. 61.Deploying Models with Amazon Bedrock4 min
  62. 62.Amazon Bedrock Playgrounds: Test and Experiment with AI Models2 min
  63. 63.Amazon Bedrock Setup Guide8 min
  64. 64.How to Turn Off SageMaker Notebook Warning1 min
  65. 65.Prompt Engineering with Amazon Bedrock44 min
  66. 66.Text Generation with Amazon Bedrock55 min
  67. 67.Using Amazon Bedrock Knowledge Base for AI Solutions4 min
  68. 68.Amazon Bedrock RAG: Retrieval-Augmented Generation41 min
  69. 69.Amazon Bedrock Agents: Automate AI Workflows3 min
  70. 70.Amazon Bedrock Agent Follow Along47 min
  71. 71.Amazon Bedrock Prompt Flow2 min
  72. 72.Amazon Bedrock Prompt Flow Follow Along15 min
  73. 73.Amazon Bedrock Cleanup: RAG and Agent Management3 min
  74. 74.Amazon Bedrock Prompt Manager2 min
  75. 75.Creating Custom Models with Amazon Bedrock3 min
  76. 76.Custom Models Follow Along with Amazon Bedrock31 min
  77. 77.Image Generation with Amazon Bedrock10 min
  78. 78.Implementing Guardrails in Amazon Bedrock2 min
  79. 79.Guardrails Follow Along with Amazon Bedrock5 min
  80. 80.Amazon Bedrock Invocation Logging1 min
  81. 81.Invocation Logging Follow Along with Amazon Bedrock3 min
  82. 82.Evaluating AI Models with Amazon Bedrock1 min
  83. 83.Evaluation Follow Along with Amazon Bedrock20 min
  84. 84.Third-Party Vector Search Solutions for Generative AI2 min
  85. 85.Pinecone Vector Database Follow Along14 min
  86. 86.Amazon Aurora and RDS PG Vector for Generative AI2 min
  87. 87.PG Vector Follow Along with Amazon RDS14 min
  88. 88.Using DynamoDB and DocumentDB for Generative AI1 min
  89. 89.Leveraging Amazon Neptune for Generative AI Applications1 min
  90. 90.Amazon OpenSearch for Generative AI1 min
  91. 91.Introduction to AWS PartyRock2 min
  92. 92.AWS PartyRock Follow Along14 min
  93. 93.General Machine Learning Workflow3 min
  94. 94.What are ML Pipelines?1 min
  95. 95.Data Readiness: Preparing Your Data for Machine Learning2 min
  96. 96.Data Wrangler: Simplify Data Preparation with AWS3 min
  97. 97.How to Handle SageMaker Canvas Warnings4 min
  98. 98.Introduction to SageMaker Canvas6 min
  99. 99.SageMaker Canvas Follow Along10 min
  100. 100.SageMaker Feature Store5 min
  101. 101.Deploying Models with SageMaker Endpoints1 min
  102. 102.Introduction to SageMaker Python SDK6 min
  103. 103.Labeling Data with SageMaker Ground Truth6 min
  104. 104.SageMaker Automatic Model Tuning3 min
  105. 105.SageMaker Inference: Making Predictions with AWS7 min
  106. 106.Monitoring Models with SageMaker Model Monitor1 min
  107. 107.Managing Models with SageMaker Model Registry1 min
  108. 108.Data Processing with SageMaker Processing Jobs1 min
  109. 109.Building Machine Learning Pipelines with SageMaker2 min
  110. 110.Ensuring Fairness with SageMaker Clarify5 min
  111. 111.Documenting Models with SageMaker Model Cards1 min
  112. 112.Getting Started Quickly with SageMaker JumpStart17 min
  113. 113.Introduction to SageMaker Studio Labs7 min
  114. 114.Amazon A2I (Augmented AI)1 min
  115. 115.What are Evaluation Metrics in Machine Learning?1 min
  116. 116.Understanding the Confusion Matrix for Model Evaluation3 min
  117. 117.Classification Metrics: Accuracy vs. Precision1 min
  118. 118.Classification Metrics: Accuracy vs. F1 Score2 min
  119. 119.ROC Curve and AUC: Evaluating Classification Models1 min
  120. 120.Ranking Metrics for Evaluating Machine Learning Models2 min
  121. 121.Metrics for Evaluating Computer Vision Models1 min
  122. 122.Evaluation Metrics for Natural Language Processing2 min
  123. 123.NLP Metrics Follow Along8 min
  124. 124.Evaluation Metrics for Deep Learning Models1 min
  125. 125.Evaluation Metrics for Regression Models1 min
  126. 126.Foundation Model Evaluation Library: Tools and Techniques1 min
  127. 127.Introduction to Amazon Q: AI-Powered Developer Assistant2 min
  128. 128.Amazon CodeWhisperer: AI-Powered Code Completion1 min
  129. 129.Using Amazon Q and CodeWhisperer Together for AI-Assisted Development20 min
  130. 130.Introduction to Amazon CodeGuru for Code Optimization1 min
  131. 131.Amazon CodeGuru Follow Along8 min
  132. 132.Introduction to Amazon Comprehend for NLP3 min
  133. 133.Amazon Comprehend Follow Along5 min
  134. 134.Introduction to Amazon Forecast for Time Series Predictions1 min
  135. 135.Amazon Fraud Detection Service: Identifying Anomalies in Transactions3 min
  136. 136.Amazon Kendra: Intelligent Search for Enterprise Content4 min
  137. 137.Amazon Kendra Follow Along34 min
  138. 138.Amazon Lex: Building Conversational Bots with AI2 min
  139. 139.Amazon Personalize: Customizing Recommendations with AI2 min
  140. 140.Amazon Personalize Follow Along46 min
  141. 141.Amazon Polly: Text-to-Speech Service3 min
  142. 142.Amazon Polly Follow Along15 min
  143. 143.Introduction to Amazon Rekognition for Image and Video Analysis2 min
  144. 144.Amazon Rekognition Follow Along18 min
  145. 145.Introduction to Amazon Textract for Document Analysis2 min
  146. 146.Amazon Textract Follow Along12 min
  147. 147.Introduction to Amazon Translate for Language Translation1 min
  148. 148.Amazon Translate Follow Along7 min
  149. 149.Introduction to ISO AI Standards for Generative AI Security1 min
  150. 150.ISO AI Standard Follow Along (part 1)2 min
  151. 151.Understanding the Algorithmic Accountability Act for AI Security1 min
  152. 152.Algorithmic Accountability Act Follow Along (part 1)1 min
  153. 153.Generative AI Security Scoping Matrix (part 1)1 min
  154. 154.Generative AI Security Scoping Matrix Follow Along (part 1)2 min
  155. 155.Understanding and Mitigating Prompt Injection Attacks8 min
  156. 156.Introduction to Amazon Athena: Interactive SQL Queries3 min
  157. 157.Understanding Athena SQL Components3 min
  158. 158.Exploring Athena SQL Data Types4 min
  159. 159.Understanding Athena SQL SerDe for Data Serialization3 min
  160. 160.Creating and Managing Tables in Athena SQL3 min
  161. 161.Introduction to AWS Glue: Serverless Data Integration2 min
  162. 162.Getting Started with AWS Glue Studio2 min
  163. 163.Understanding AWS Glue Jobs for Data Transformation1 min
  164. 164.AWS Glue Data Catalog2 min
  165. 165.AWS Glue Data Catalog Crawlers: Automate Metadata Discovery1 min
  166. 166.Ensuring Data Quality with AWS Glue1 min
  167. 167.Introduction to AWS Glue DataBrew: Visual Data Preparation1 min
  168. 168.Data Catalog Table and Glue Visual ETL Follow Along32 min
  169. 169.Introduction to Amazon OpenSearch: Search and Analytics2 min
  170. 170.Amazon OpenSearch Follow Along21 min
  171. 171.Introduction to Data Lakes: Managing Big Data1 min
  172. 172.Introduction to AWS Lake Formation: Building Secure Data Lakes1 min
  173. 173.Understanding the ISO AI Standard1 min
  174. 174.ISO AI Standard Follow Along (part 2)2 min
  175. 175.Overview of the Algorithmic Accountability Act1 min
  176. 176.Algorithmic Accountability Act Follow Along (part 2)1 min
  177. 177.Generative AI Security Scoping Matrix (part 2)1 min
  178. 178.Generative AI Security Scoping Matrix Follow Along (part 2)2 min
  179. 179.Understanding Prompt Injection Attacks8 min

Before you start: None

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