Curriculum For This Course

Introduction

1Lectures

Time 00:06:00

Data Engineering

22Lectures

Time 01:24:00

Exploratory Data Analysis

21Lectures

Time 02:27:00

Modeling

45Lectures

Time 03:46:00

ML Implementation and Operations

11Lectures

Time 01:04:00

Wrapping Up

6Lectures

Time 00:21:00

Introduction
	1. Course Introduction: What to Expect	6:00

Data Engineering
	1. Section Intro: Data Engineering	1:00
	2. Amazon S3 - Overview	5:00
	3. Amazon S3 - Storage Tiers & Lifecycle Rules	4:00
	4. Amazon S3 Security	8:00
	5. Kinesis Data Streams & Kinesis Data Firehose	9:00
	6. Lab 1.1 - Kinesis Data Firehose	6:00
	7. Kinesis Data Analytics	4:00
	8. Lab 1.2 - Kinesis Data Analytics	7:00
	9. Kinesis Video Streams	3:00
	10. Kinesis ML Summary	1:00
	11. Glue Data Catalog & Crawlers	3:00
	12. Lab 1.3 - Glue Data Catalog	4:00
	13. Glue ETL	2:00
	14. Lab 1.4 - Glue ETL	6:00
	15. Lab 1.5 - Athena	1:00
	16. Lab 1 - Cleanup	2:00
	17. AWS Data Stores in Machine Learning	3:00
	18. AWS Data Pipelines	3:00
	19. AWS Batch	2:00
	20. AWS DMS - Database Migration Services	2:00
	21. AWS Step Functions	3:00
	22. Full Data Engineering Pipelines	5:00

Exploratory Data Analysis
	1. Section Intro: Data Analysis	1:00
	2. Python in Data Science and Machine Learning	12:00
	3. Example: Preparing Data for Machine Learning in a Jupyter Notebook.	10:00
	4. Types of Data	5:00
	5. Data Distributions	6:00
	6. Time Series: Trends and Seasonality	4:00
	7. Introduction to Amazon Athena	5:00
	8. Overview of Amazon Quicksight	6:00
	9. Types of Visualizations, and When to Use Them.	5:00
	10. Elastic MapReduce (EMR) and Hadoop Overview	7:00
	11. Apache Spark on EMR	10:00
	12. EMR Notebooks, Security, and Instance Types	4:00
	13. Feature Engineering and the Curse of Dimensionality	7:00
	14. Imputing Missing Data	8:00
	15. Dealing with Unbalanced Data	6:00
	16. Handling Outliers	9:00
	17. Binning, Transforming, Encoding, Scaling, and Shuffling	8:00
	18. Amazon SageMaker Ground Truth and Label Generation	4:00
	19. Lab: Preparing Data for TF-IDF with Spark and EMR, Part 1	6:00
	20. Lab: Preparing Data for TF-IDF with Spark and EMR, Part 2	10:00
	21. Lab: Preparing Data for TF-IDF with Spark and EMR, Part 3	14:00

Modeling
	1. Section Intro: Modeling	2:00
	2. Introduction to Deep Learning	9:00
	3. Convolutional Neural Networks	12:00
	4. Recurrent Neural Networks	11:00
	5. Deep Learning on EC2 and EMR	2:00
	6. Tuning Neural Networks	5:00
	7. Regularization Techniques for Neural Networks (Dropout, Early Stopping)	7:00
	8. Grief with Gradients: The Vanishing Gradient problem	4:00
	9. L1 and L2 Regularization	3:00
	10. The Confusion Matrix	6:00
	11. Precision, Recall, F1, AUC, and more	7:00
	12. Ensemble Methods: Bagging and Boosting	4:00
	13. Introducing Amazon SageMaker	8:00
	14. Linear Learner in SageMaker	5:00
	15. XGBoost in SageMaker	3:00
	16. Seq2Seq in SageMaker	5:00
	17. DeepAR in SageMaker	4:00
	18. BlazingText in SageMaker	5:00
	19. Object2Vec in SageMaker	5:00
	20. Object Detection in SageMaker	4:00
	21. Image Classification in SageMaker	4:00
	22. Semantic Segmentation in SageMaker	4:00
	23. Random Cut Forest in SageMaker	3:00
	24. Neural Topic Model in SageMaker	3:00
	25. Latent Dirichlet Allocation (LDA) in SageMaker	3:00
	26. K-Nearest-Neighbors (KNN) in SageMaker	3:00
	27. K-Means Clustering in SageMaker	5:00
	28. Principal Component Analysis (PCA) in SageMaker	3:00
	29. Factorization Machines in SageMaker	4:00
	30. IP Insights in SageMaker	3:00
	31. Reinforcement Learning in SageMaker	12:00
	32. Automatic Model Tuning	6:00
	33. Apache Spark with SageMaker	3:00
	34. Amazon Comprehend	6:00
	35. Amazon Translate	2:00
	36. Amazon Transcribe	4:00
	37. Amazon Polly	6:00
	38. Amazon Rekognition	7:00
	39. Amazon Forecast	2:00
	40. Amazon Lex	3:00
	41. The Best of the Rest: Other High-Level AWS Machine Learning Services	3:00
	42. Putting them All Together	2:00
	43. Lab: Tuning a Convolutional Neural Network on EC2, Part 1	9:00
	44. Lab: Tuning a Convolutional Neural Network on EC2, Part 2	9:00
	45. Lab: Tuning a Convolutional Neural Network on EC2, Part 3	6:00

ML Implementation and Operations
	1. Section Intro: Machine Learning Implementation and Operations	1:00
	2. SageMaker's Inner Details and Production Variants	11:00
	3. SageMaker On the Edge: SageMaker Neo and IoT Greengrass	4:00
	4. SageMaker Security: Encryption at Rest and In Transit	5:00
	5. SageMaker Security: VPC's, IAM, Logging, and Monitoring	4:00
	6. SageMaker Resource Management: Instance Types and Spot Training	4:00
	7. SageMaker Resource Management: Elastic Inference, Automatic Scaling, AZ's	5:00
	8. SageMaker Inference Pipelines	2:00
	9. Lab: Tuning, Deploying, and Predicting with Tensorflow on SageMaker - Part 1	5:00
	10. Lab: Tuning, Deploying, and Predicting with Tensorflow on SageMaker - Part 2	11:00
	11. Lab: Tuning, Deploying, and Predicting with Tensorflow on SageMaker - Part 3	12:00

Wrapping Up
	1. Section Intro: Wrapping Up	1:00
	2. More Preparation Resources	6:00
	3. Test-Taking Strategies, and What to Expect	10:00
	4. You Made It!	1:00
	5. Save 50% on your AWS Exam Cost!	2:00
	6. Get an Extra 30 Minutes on your AWS Exam - Non Native English Speakers only	1:00

Pass Amazon AWS Certified Machine Learning - Specialty Exam in First Attempt Guaranteed!

Get 100% Latest Exam Questions, Accurate & Verified Answers!
30 Days Free Updates, Instant Download!

$7.00

Free AWS Certified Machine Learning - Specialty Exam Questions & Amazon AWS Certified Machine Learning - Specialty Dumps
Amazon.passcertification.aws certified machine learning - specialty.v2024-11-09.by.jack.111q.ete	Size: 1.05 MB Downloads: 51
Amazon.testking.aws certified machine learning - specialty.v2021-12-17.by.harry.108q.ete	Size: 1.45 MB Downloads: 1108
Amazon.testkings.aws certified machine learning - specialty.v2021-07-27.by.omar.78q.ete	Size: 1.37 MB Downloads: 1254
Amazon.test-inside.aws certified machine learning - specialty.v2020-10-09.by.martina.62q.ete	Size: 866.62 KB Downloads: 1550
Amazon.pass4sures.aws certified machine learning - specialty.v2020-06-23.by.teddy.42q.ete	Size: 610.59 KB Downloads: 1655
Amazon.realtests.aws certified machine learning - specialty.v2020-03-21.by.eliza.37q.ete	Size: 231.67 KB Downloads: 1757
Amazon.train4sure.aws certified machine learning - specialty.v2020-02-08.by.rosie.35q.ete	Size: 856.88 KB Downloads: 1797
Amazon.testking.aws certified machine learning - specialty.v2019-11-05.by.gracie.41q.ete	Size: 606.81 KB Downloads: 1919
Amazon.test-king.aws certified machine learning - specialty.v2019-10-26.by.benjamin.39q.ete	Size: 566.92 KB Downloads: 1970

Student Feedback

4.5

Good

48%

52 %

Add Comments

Name:^*

E-mail:^*

Comment:^* Comment will be moderated and published within 1-4 hours

Verification:^*

Type the characters from the picture.

Rate Course:^*

Limited Time Discount Offer
10% Off - Ends in 02:00:00

AWS Certified Machine Learning - Specialty: AWS Certified Machine Learning - Specialty (MLS-C01)

Curriculum For This Course

Pass Amazon AWS Certified Machine Learning - Specialty Exam in First Attempt Guaranteed!

Get 100% Latest Exam Questions, Accurate & Verified Answers!
30 Days Free Updates, Instant Download!

AWS Certified Machine Learning - Specialty Premium Bundle

Free AWS Certified Machine Learning - Specialty Exam Questions & Amazon AWS Certified Machine Learning - Specialty Dumps

Student Feedback

Add Comments

Limited Time Discount Offer 10% Off - Ends in 02:00:00

AWS Certified Machine Learning - Specialty: AWS Certified Machine Learning - Specialty (MLS-C01)

Curriculum For This Course

Pass Amazon AWS Certified Machine Learning - Specialty Exam in First Attempt Guaranteed!

Get 100% Latest Exam Questions, Accurate & Verified Answers!30 Days Free Updates, Instant Download!

AWS Certified Machine Learning - Specialty Premium Bundle

Free AWS Certified Machine Learning - Specialty Exam Questions & Amazon AWS Certified Machine Learning - Specialty Dumps

Student Feedback

Add Comments

Get Premium Membership

Limited Time Discount Offer
10% Off - Ends in 02:00:00

Get 100% Latest Exam Questions, Accurate & Verified Answers!
30 Days Free Updates, Instant Download!