1 Introduction and Course Overview (59.32 MB)
2 Udemy 101 (18.27 MB)
4 Setting Up an AWS Billing Alarm (14.79 MB)
1 Intro Security, Identity, and Compliance (10.71 MB)
10 IAM MFA (17.88 MB)
11 IAM MFA - Hands On (28.41 MB)
12 IAM Roles (5.93 MB)
13 IAM Roles - Hands On (15.12 MB)
14 Encryption 101 (22.36 MB)
15 AWS KMS (40.04 MB)
16 AWS KMS - Hands On (69.18 MB)
17 Amazon Macie (5.53 MB)
18 AWS Secrets Manager (9.99 MB)
19 AWS Secrets Manager - Hands On (25.04 MB)
2 Principle of Least Privilege (11.71 MB)
20 AWS WAF (13.05 MB)
21 AWS Shield (11.61 MB)
22 VPC, Subnets, Internet Gateway, NAT Gateway (23.65 MB)
23 NACL, Security Groups, VPC Flow Logs (20.59 MB)
24 VPC Peering, Endpoints, VPN, Direct Connect (23.37 MB)
25 VPC Cheat Sheet & Closing Comments (10.08 MB)
26 AWS PrivateLink (9.28 MB)
3 Data Masking and Anonymization (15.82 MB)
4 SageMaker Security Encryption at Rest and in Transit (29.48 MB)
5 SageMaker Security VPC's, IAM, Logging and Monitoring (23.84 MB)
6 IAM Introduction Users, Groups, Policies (15.49 MB)
7 IAM Users & Groups - Hands On (45.39 MB)
8 IAM Policies (13.28 MB)
9 IAM Policies - Hands On (77.97 MB)
1 Intro Management and Governance (9.2 MB)
10 Overview of Amazon Quicksight (77.12 MB)
11 Types of Visualizations, and When to Use Them (44 MB)
12 Amazon CloudTrail (24.53 MB)
13 Amazon CloudTrail - Hands On (13 MB)
14 AWS Config (21.04 MB)
15 AWS Config - Hands On (71.47 MB)
16 CloudWatch vs CloudTrail vs Config (9.28 MB)
17 AWS Budgets (5.04 MB)
18 AWS Budgets - Hands On (67.5 MB)
19 AWS Cost Explorer (9.5 MB)
2 Amazon CloudWatch - Metrics (23.99 MB)
20 AWS Trusted Advisor (25.1 MB)
3 Amazon CloudWatch - Logs (32.44 MB)
4 Amazon CloudWatch - Logs - Hands On (44.33 MB)
5 Amazon CloudWatch - Logs Unified Agent (13.24 MB)
6 Amazon CloudWatch - Alarms (16.66 MB)
7 Amazon CloudWatch - Alarms - Hands On (32.96 MB)
8 AWS X-Ray (27.83 MB)
9 AWS X-Ray - Hands On (64.66 MB)
1 Intro Machine Learning Best Practices (12.15 MB)
10 AWS Well-Architected Machine Learning Lens (9.24 MB)
2 Designing ML Systems with AWS Responsible AI (40.62 MB)
3 ML Design Principles and Lifecycle (33.51 MB)
4 ML Business Goal Identification (22.21 MB)
5 Framing the ML Problem (57.47 MB)
6 Data Processing (39.38 MB)
7 Model Development (74.01 MB)
8 Deployment (23.1 MB)
9 Monitoring (25.95 MB)
1 Intro Wrapping Up (9.64 MB)
2 Walkthrough of the Exam Guide (39.59 MB)
3 Additional Training Resources (23.88 MB)
4 Overview of the New Question Types (Ordering, Matching, Case Study) (16.61 MB)
5 What to Expect (36.58 MB)
6 Exam Walkthrough and Signup (31.41 MB)
7 Save 50% on your AWS Exam Cost! (7.79 MB)
8 Get an Extra 30 Minutes on your AWS Exam - Non Native English Speakers Only (6.97 MB)
9 AWS Certification Paths (39.7 MB)
1 Intro Data Ingestion and Storage (18.7 MB)
10 Amazon S3 Security - Bucket Policy (18.39 MB)
11 Amazon S3 Security - Bucket Policy - Hands On (30.08 MB)
12 Amazon S3 - Versioning (5.39 MB)
13 Amazon S3 - Versioning - Hands On (31.01 MB)
14 Amazon S3 - Replication (6.8 MB)
15 Amazon S3 - Replication - Notes (4.32 MB)
16 Amazon S3 - Replication - Hands On (52.86 MB)
17 Amazon S3 - Storage Classes (32.64 MB)
18 Amazon S3 - Storage Classes - Hands On (30.4 MB)
19 Amazon S3 - Lifecycle Rules (23.72 MB)
2 Types of Data (29.32 MB)
20 Amazon S3 - Lifecycle Rules - Hands On (20.39 MB)
21 Amazon S3 - Event Notifications (16.41 MB)
22 Amazon S3 - Event Notifications - Hands On (46.82 MB)
23 Amazon S3 - Performance (21.49 MB)
24 Amazon S3 - Select & Glacier Select (6.03 MB)
25 Amazon S3 - Encryption (31.95 MB)
27 Amazon S3 - Encryption - Hands On (35.45 MB)
28 Amazon S3 - Default Encryption (7.14 MB)
29 Amazon S3 - Access Points (18.67 MB)
3 Properties of Data (The Three V's) (54.37 MB)
30 Amazon S3 - Object Lambda (14.88 MB)
31 Amazon EBS (19.24 MB)
32 Amazon EBS - Hands On (42.96 MB)
33 Amazon EBS Elastic Volumes (8.81 MB)
34 Amazon EFS (26.61 MB)
35 Amazon EFS - Hands On (95.37 MB)
36 Amazon EFS vs Amazon EBS (10.93 MB)
37 Amazon FSx (41.35 MB)
38 Amazon FSx - Hands On (26.25 MB)
39 Amazon Kinesis Data Streams (27.37 MB)
4 Data Warehouses, Lakes, and Lakehouses (76 MB)
40 Amazon Kinesis Data Streams - Producers (55.35 MB)
41 Amazon Kinesis Data Streams - Consumers (48.89 MB)
42 Amazon Kinesis Data Streams - Hands On (81.42 MB)
43 Amazon Kinesis Data Streams - Enhanced Fan Out (18.26 MB)
44 Amazon Kinesis Data Streams - Scaling (42.12 MB)
45 Amazon Kinesis Data Streams - Handling Duplicates (21.17 MB)
46 Amazon Kinesis Data Streams - Security (5.09 MB)
47 Amazon Kinesis Data Firehose (49.13 MB)
48 Kinesis Tuning and Troubleshooting (45.37 MB)
49 Amazon Managed Service for Apache Flink (27.93 MB)
5 Data Mesh (18.02 MB)
50 Kinesis Analytics Costs; RANDOM CUT FOREST (15.08 MB)
51 Amazon MSK (38.89 MB)
52 Amazon MSK - Connect (6.75 MB)
53 Amazon MSK - Serverless (4.94 MB)
54 Amazon Kinesis vs Amazon MSK (10.66 MB)
6 ETL & ETL Pipelines and Orchestration (34.59 MB)
7 Common Data Sources and Data Formats (60 MB)
8 Amazon S3 (19.54 MB)
9 Amazon S3 - Hands On (59.04 MB)
1 Intro Data Transformation, Integrity, and Feature Engineering (28.1 MB)
10 Binning, Transforming, Encoding, Scaling, and Shuffling (55.93 MB)
11 SageMaker Overview (40.99 MB)
12 Data Processing, Training, and Deployment with SageMaker (65.43 MB)
13 Amazon SageMaker Ground Truth and Label Generation (35.35 MB)
14 Amazon Mechanical Turk (16 MB)
15 SageMaker Data Wrangler (34.76 MB)
16 Demo SageMaker Studio, Canvas, and Data Wrangler (184.11 MB)
17 SageMaker Model Monitor and SageMaker Clarify (49.47 MB)
18 Partial Dependence Plots (PDPs), Shapley values, and SHAP (19.98 MB)
19 SageMaker Feature Store (20.76 MB)
2 Elastic MapReduce (EMR) and Hadoop Overview (35.84 MB)
20 AWS Glue (33.19 MB)
21 AWS Glue Studio (42.4 MB)
22 AWS Glue Data Quality (18.31 MB)
23 AWS Glue DataBrew (16.91 MB)
24 Demo Glue DataBrew (69.16 MB)
25 Handling PII in DataBrew Transformations (12.86 MB)
3 Apache Spark on EMR (35.65 MB)
4 Feature Engineering and the Curse of Dimensionality (50.88 MB)
5 Lab Preparing Data for TF-IDF with Spark and EMR Studio, Part 1 (32.24 MB)
6 Lab Preparing Data for TF-IDF with Spark and EMR Studio, Part 2 (161.54 MB)
7 Imputing Missing Data (56.62 MB)
8 Dealing with Unbalanced Data (43.22 MB)
9 Handling Outliers (53.3 MB)
1 Intro AWS Managed AI Services (12.59 MB)
10 Amazon Forecast (4.3 MB)
11 Amazon Lex & Connect (8.88 MB)
12 Amazon Personalize (7.94 MB)
13 Amazon Textract (4.54 MB)
14 Amazon Textract - Hands On (40.07 MB)
15 Amazon Kendra (7.48 MB)
16 Amazon Augmented AI (11.56 MB)
17 Amazon Augmented AI - Hands On (23.26 MB)
18 Amazon's Hardware for AI (21.32 MB)
19 Amazon's Hardware for AI - Hands On (21.15 MB)
2 Why AWS Managed Services (14.83 MB)
20 Amazon Lookout (18.31 MB)
21 Amazon Fraud Detector (16.32 MB)
22 Amazon Q Business (40.2 MB)
23 Amazon Q Business - Hands On (107.63 MB)
24 Amazon Q Apps (5.92 MB)
25 Amazon Q Apps - Hands On (26.34 MB)
26 Amazon Q Business - Hands On - Cleanup (7.94 MB)
27 Amazon Q Developer (22.95 MB)
28 Amazon Q Developer - Hands On (53.49 MB)
3 Amazon Comprehend (8.14 MB)
4 Amazon Comprehend - Hands On (32.62 MB)
5 Amazon Translate (2.45 MB)
6 Amazon Translate - Hands On (19.1 MB)
7 Amazon Transcribe (19.86 MB)
8 Amazon Polly (5.18 MB)
9 Amazon Rekognition (17.88 MB)
1 Intro SageMaker Built-In Algorithms (16.15 MB)
10 Object Detection in SageMaker (25.17 MB)
11 Image Classification in SageMaker (20.22 MB)
12 Semantic Segmentation in SageMaker (19.49 MB)
13 Random Cut Forest in SageMaker (17.01 MB)
14 Neural Topic Model in SageMaker (19.55 MB)
15 Latent Dirichlet Allocation (LDA) in SageMaker (17.62 MB)
16 K-Nearest-Neighbors (KNN) in SageMaker (14.75 MB)
17 K-Means Clustering in SageMaker (28.82 MB)
18 Principal Component Analysis (PCA) in SageMaker (19.51 MB)
19 Factorization Machines in SageMaker (20.88 MB)
2 Introducing Amazon SageMaker (65.6 MB)
20 IP Insights in SageMaker (16.1 MB)
3 SageMaker Input Modes (19.8 MB)
4 Linear Learner in SageMaker (29.79 MB)
5 XGBoost in SageMaker (33.43 MB)
6 Seq2Seq in SageMaker (27.2 MB)
7 DeepAR in SageMaker (28.06 MB)
8 BlazingText in SageMaker (31.39 MB)
9 Object2Vec in SageMaker (35.21 MB)
1 Intro Model Training, Tuning, and Evaluation (21.42 MB)
10 The Confusion Matrix (31.06 MB)
11 Precision, Recall, F1, AUC, and more (36.48 MB)
12 Ensemble Methods Bagging and Boosting (19.21 MB)
13 Automatic Model Tuning (AMT) in SageMaker (36.94 MB)
14 Hyperparameter Tuning in AMT (30.36 MB)
15 SageMaker Autopilot AutoML (60.45 MB)
16 SageMaker Studio, SageMaker Experiments (13.38 MB)
17 SageMaker Debugger (28.99 MB)
18 SageMaker Model Registry (18.98 MB)
19 Analyzing Training Jobs with TensorBoard (8.08 MB)
2 Introduction to Deep Learning (40.21 MB)
20 SageMaker Training at Large Scale Training Compiler, Warm Pools (20.8 MB)
21 SageMaker Checkpointing, Cluster Health Checks, Automatic Restarts (13.3 MB)
22 SageMaker Distributed Training Libraries and Distributed Data Parallelism (34.8 MB)
23 SageMaker Model Parallelism Library (22.64 MB)
24 Elastic Fabric Adapter (EFA) and MiCS (28.51 MB)
3 Activation Functions (50.78 MB)
4 Convolutional Neural Networks (94.61 MB)
5 Recurrent Neural Networks (63.03 MB)
6 Tuning Neural Networks (24.03 MB)
7 Regularization Techniques for Neural Networks (Dropout, Early Stopping) (42.7 MB)
8 L1 and L2 Regularization (14.48 MB)
9 The Vanishing Gradient Problem (25.85 MB)
1 Intro Generative AI Model Fundamentals (12.08 MB)
10 Lab Using GPT within a SageMaker Notebook (55.89 MB)
11 AWS Foundation Models and SageMaker JumpStart with Generative AI (61.63 MB)
12 Lab Using Amazon SageMaker JumpStart with Huggingface (175.94 MB)
2 The Transformer Architecture (43.98 MB)
3 Self-Attention and Attention-Based Neural Networks (43.4 MB)
4 Applications of Transformers (21.23 MB)
5 Generative Pre-Trained Transformers How they Work, Part 1 (69.23 MB)
6 Generative Pre-Trained Transformers How they Work, Part 2 (11.22 MB)
7 Fine-Tuning and Transfer Learning with Transformers (15.87 MB)
8 Lab Tokenization and Positional Encoding with SageMaker Notebooks (93.57 MB)
9 Lab Multi-Headed, Masked Self-Attention in SageMaker (28.83 MB)
1 Intro Building Generative AI Applications with Bedrock (10.55 MB)
10 Lab Building and Testing Guardrails with Amazon Bedrock (42.67 MB)
11 Building LLM Agents Agentic AI with Amazon Bedrock Agents (64.75 MB)
12 Lab Build a Bedrock Agent with Action Groups, Knowledge Bases, and Guardrails (170.71 MB)
13 Other Amazon Bedrock Features (Model Evaluation, Bedrock Studio, Watermarks) (17.93 MB)
2 Building Generative AI with Amazon Bedrock and Foundation Models (50.4 MB)
3 Lab Chat, Text, and Image Foundation Models in the Bedrock Playground (96.93 MB)
4 Fine-Tuning Custom Models and Continuous Pre-Training with Bedrock (47.55 MB)
5 Retrieval-Augmented Generation (RAG) Fundamentals with Bedrock (56.02 MB)
6 Vector Stores and Embeddings with Amazon Bedrock Knowledge Bases (47.46 MB)
7 Implementing RAG with Amazon Bedrock Knowledge Bases (30.01 MB)
8 Lab Building and Querying a RAG System with Amazon Bedrock Knowledge Bases (107.27 MB)
9 Content Filtering with Amazon Bedrock Guardrails (23.95 MB)
1 Intro MLOps (14.05 MB)
10 SageMaker Model Monitor (32.57 MB)
11 Model Monitor Data Capture (7.16 MB)
12 MLOps with SageMaker, Kubernetes, SageMaker Projects, and SageMaker Pipelines (30.2 MB)
13 What is Docker (21.16 MB)
14 Amazon ECS (37.39 MB)
15 Amazon ECS - Create Cluster - Hands On (40.29 MB)
16 Amazon ECS - Create Service - Hands On (81.67 MB)
17 Amazon ECR (8.56 MB)
18 Amazon EKS (19.26 MB)
19 Amazon EKS - Hands On (59.5 MB)
2 Deployment Guardrails and Shadow Tests (18.01 MB)
20 AWS CloudFormation (19.21 MB)
21 AWS CloudFormation - Hands On (71.82 MB)
22 AWS CDK (24.35 MB)
23 AWS CDK - Hands On (108.67 MB)
24 AWS CodeDeploy (6.92 MB)
25 AWS CodeBuild (4.79 MB)
26 AWS CodePipeline (7.11 MB)
27 Git Review Architecture and Commands (31.32 MB)
28 Gitflow, GitHub Flow (15.31 MB)
29 Amazon EventBridge (32.15 MB)
3 SageMaker's Inner Details and Production Variants (53 MB)
30 Amazon EventBridge - Hands On (55.49 MB)
31 AWS Step Functions (20.5 MB)
32 AWS Step Functions State Machines and States (19.46 MB)
33 Amazon Managed Workflows for Apache Airflow (MWAA) (26.71 MB)
4 SageMaker On the Edge SageMaker Neo and IoT Greengrass (37.55 MB)
5 SageMaker Resource Management Instance Types and Spot Training (14.5 MB)
6 SageMaker Resource Management Automatic Scaling (14.74 MB)
7 SageMaker Deploying Models for Inference (23.88 MB)
8 SageMaker Serverless Inference and Inference Recommender (28.25 MB)
9 SageMaker Inference Pipelines (11.92 MB)