|
|
001 Udemy 101.en.srt
|
SRT
|
3.9 KB
|
|
|
001 Udemy 101.mp4
|
MP4
|
17.4 MB
|
|
|
002 Course Introduction What to Expect.en.srt
|
SRT
|
10.3 KB
|
|
|
002 Course Introduction What to Expect.mp4
|
MP4
|
78.2 MB
|
|
|
003 Get the Course Materials.en.srt
|
SRT
|
3.3 KB
|
|
|
003 Get the Course Materials.mp4
|
MP4
|
17.3 MB
|
|
|
004 Section Intro Data Engineering.en.srt
|
SRT
|
1.8 KB
|
|
|
004 Section Intro Data Engineering.mp4
|
MP4
|
24.3 MB
|
|
|
005 Amazon S3 - Overview.en.srt
|
SRT
|
8.5 KB
|
|
|
005 Amazon S3 - Overview.mp4
|
MP4
|
24.4 MB
|
|
|
006 Amazon S3 - Storage Tiers Lifecycle Rules.en.srt
|
SRT
|
7.3 KB
|
|
|
006 Amazon S3 - Storage Tiers Lifecycle Rules.mp4
|
MP4
|
22.1 MB
|
|
|
007 Amazon S3 Security.en.srt
|
SRT
|
12.2 KB
|
|
|
007 Amazon S3 Security.mp4
|
MP4
|
37.2 MB
|
|
|
008 Kinesis Data Streams Kinesis Data Firehose.en.srt
|
SRT
|
14.3 KB
|
|
|
008 Kinesis Data Streams Kinesis Data Firehose.mp4
|
MP4
|
39.2 MB
|
|
|
009 Lab 1.1 - Kinesis Data Firehose.en.srt
|
SRT
|
9.8 KB
|
|
|
009 Lab 1.1 - Kinesis Data Firehose.mp4
|
MP4
|
35.1 MB
|
|
|
010 Kinesis Data Analytics.en.srt
|
SRT
|
7.1 KB
|
|
|
010 Kinesis Data Analytics.mp4
|
MP4
|
21.4 MB
|
|
|
011 Lab 1.2 - Kinesis Data Analytics.en.srt
|
SRT
|
11.9 KB
|
|
|
011 Lab 1.2 - Kinesis Data Analytics.mp4
|
MP4
|
52.8 MB
|
|
|
012 Kinesis Video Streams.en.srt
|
SRT
|
4.8 KB
|
|
|
012 Kinesis Video Streams.mp4
|
MP4
|
14.1 MB
|
|
|
013 Kinesis ML Summary.en.srt
|
SRT
|
1.8 KB
|
|
|
013 Kinesis ML Summary.mp4
|
MP4
|
5.1 MB
|
|
|
014 Glue Data Catalog Crawlers.en.srt
|
SRT
|
4.2 KB
|
|
|
014 Glue Data Catalog Crawlers.mp4
|
MP4
|
11.4 MB
|
|
|
015 Lab 1.3 - Glue Data Catalog.en.srt
|
SRT
|
7.1 KB
|
|
|
015 Lab 1.3 - Glue Data Catalog.mp4
|
MP4
|
22.5 MB
|
|
|
016 Glue ETL.en.srt
|
SRT
|
3.5 KB
|
|
|
016 Glue ETL.mp4
|
MP4
|
9.8 MB
|
|
|
017 Lab 1.4 - Glue ETL.en.srt
|
SRT
|
9.7 KB
|
|
|
017 Lab 1.4 - Glue ETL.mp4
|
MP4
|
41.1 MB
|
|
|
018 Lab 1.5 - Athena.en.srt
|
SRT
|
2.3 KB
|
|
|
018 Lab 1.5 - Athena.mp4
|
MP4
|
8.7 MB
|
|
|
019 Lab 1 - Cleanup.en.srt
|
SRT
|
2.6 KB
|
|
|
019 Lab 1 - Cleanup.mp4
|
MP4
|
9.5 MB
|
|
|
020 AWS Data Stores in Machine Learning.en.srt
|
SRT
|
5.4 KB
|
|
|
020 AWS Data Stores in Machine Learning.mp4
|
MP4
|
13.8 MB
|
|
|
021 AWS Data Pipelines.en.srt
|
SRT
|
4.5 KB
|
|
|
021 AWS Data Pipelines.mp4
|
MP4
|
14 MB
|
|
|
022 AWS Batch.en.srt
|
SRT
|
3 KB
|
|
|
022 AWS Batch.mp4
|
MP4
|
8.3 MB
|
|
|
023 AWS DMS - Database Migration Services.en.srt
|
SRT
|
3.1 KB
|
|
|
023 AWS DMS - Database Migration Services.mp4
|
MP4
|
9.4 MB
|
|
|
024 AWS Step Functions.en.srt
|
SRT
|
4.9 KB
|
|
|
024 AWS Step Functions.mp4
|
MP4
|
13.4 MB
|
|
|
025 Full Data Engineering Pipelines.en.srt
|
SRT
|
8.8 KB
|
|
|
025 Full Data Engineering Pipelines.mp4
|
MP4
|
22.8 MB
|
|
|
026 Data Engineering Summary.html
|
HTML
|
2.9 KB
|
|
|
027 Section Intro Data Analysis.en.srt
|
SRT
|
2 KB
|
|
|
027 Section Intro Data Analysis.mp4
|
MP4
|
27.1 MB
|
|
|
028 Python in Data Science and Machine Learning.en.srt
|
SRT
|
21.1 KB
|
|
|
028 Python in Data Science and Machine Learning.mp4
|
MP4
|
46.8 MB
|
|
|
029 Example Preparing Data for Machine Learning in a Jupyter Notebook.en.srt
|
SRT
|
17.7 KB
|
|
|
029 Example Preparing Data for Machine Learning in a Jupyter Notebook.mp4
|
MP4
|
82.7 MB
|
|
|
030 Types of Data.en.srt
|
SRT
|
7.7 KB
|
|
|
030 Types of Data.mp4
|
MP4
|
28.4 MB
|
|
|
031 Data Distributions.en.srt
|
SRT
|
9.5 KB
|
|
|
031 Data Distributions.mp4
|
MP4
|
22.4 MB
|
|
|
032 Time Series Trends and Seasonality.en.srt
|
SRT
|
6.5 KB
|
|
|
032 Time Series Trends and Seasonality.mp4
|
MP4
|
16.3 MB
|
|
|
033 Introduction to Amazon Athena.en.srt
|
SRT
|
8 KB
|
|
|
033 Introduction to Amazon Athena.mp4
|
MP4
|
27.9 MB
|
|
|
034 Overview of Amazon Quicksight.en.srt
|
SRT
|
9.5 KB
|
|
|
034 Overview of Amazon Quicksight.mp4
|
MP4
|
34 MB
|
|
|
035 Types of Visualizations and When to Use Them.en.srt
|
SRT
|
7.7 KB
|
|
|
035 Types of Visualizations and When to Use Them.mp4
|
MP4
|
22.6 MB
|
|
|
036 Elastic MapReduce (EMR) and Hadoop Overview.en.srt
|
SRT
|
11.4 KB
|
|
|
036 Elastic MapReduce (EMR) and Hadoop Overview.mp4
|
MP4
|
33.8 MB
|
|
|
037 Apache Spark on EMR.en.srt
|
SRT
|
15 KB
|
|
|
037 Apache Spark on EMR.mp4
|
MP4
|
33.7 MB
|
|
|
038 EMR Notebooks Security and Instance Types.en.srt
|
SRT
|
5.7 KB
|
|
|
038 EMR Notebooks Security and Instance Types.mp4
|
MP4
|
24.5 MB
|
|
|
039 Feature Engineering and the Curse of Dimensionality.en.srt
|
SRT
|
12.2 KB
|
|
|
039 Feature Engineering and the Curse of Dimensionality.mp4
|
MP4
|
47.8 MB
|
|
|
040 Imputing Missing Data.en.srt
|
SRT
|
14.1 KB
|
|
|
040 Imputing Missing Data.mp4
|
MP4
|
53.3 MB
|
|
|
041 Dealing with Unbalanced Data.en.srt
|
SRT
|
9.5 KB
|
|
|
041 Dealing with Unbalanced Data.mp4
|
MP4
|
40.9 MB
|
|
|
042 Handling Outliers.en.srt
|
SRT
|
14.7 KB
|
|
|
042 Handling Outliers.mp4
|
MP4
|
50.5 MB
|
|
|
043 Binning Transforming Encoding Scaling and Shuffling.en.srt
|
SRT
|
13.9 KB
|
|
|
043 Binning Transforming Encoding Scaling and Shuffling.mp4
|
MP4
|
52.7 MB
|
|
|
044 Amazon SageMaker Ground Truth and Label Generation.en.srt
|
SRT
|
7.4 KB
|
|
|
044 Amazon SageMaker Ground Truth and Label Generation.mp4
|
MP4
|
28.4 MB
|
|
|
045 Lab Preparing Data for TF-IDF with Spark and EMR Part 1.en.srt
|
SRT
|
10.1 KB
|
|
|
045 Lab Preparing Data for TF-IDF with Spark and EMR Part 1.mp4
|
MP4
|
30.5 MB
|
|
|
046 Lab Preparing Data for TF-IDF with Spark and EMR Part 2.en.srt
|
SRT
|
14.4 KB
|
|
|
046 Lab Preparing Data for TF-IDF with Spark and EMR Part 2.mp4
|
MP4
|
83.6 MB
|
|
|
047 Lab Preparing Data for TF-IDF with Spark and EMR Part 3.en.srt
|
SRT
|
22.7 KB
|
|
|
047 Lab Preparing Data for TF-IDF with Spark and EMR Part 3.mp4
|
MP4
|
127.7 MB
|
|
|
048 Section Intro Modeling.en.srt
|
SRT
|
3 KB
|
|
|
048 Section Intro Modeling.mp4
|
MP4
|
40.3 MB
|
|
|
049 Introduction to Deep Learning.en.srt
|
SRT
|
14.8 KB
|
|
|
049 Introduction to Deep Learning.mp4
|
MP4
|
63.6 MB
|
|
|
050 Activation Functions.en.srt
|
SRT
|
19.6 KB
|
|
|
050 Activation Functions.mp4
|
MP4
|
47 MB
|
|
|
051 Convolutional Neural Networks.en.srt
|
SRT
|
20.1 KB
|
|
|
051 Convolutional Neural Networks.mp4
|
MP4
|
89.1 MB
|
|
|
052 Recurrent Neural Networks.en.srt
|
SRT
|
17.3 KB
|
|
|
052 Recurrent Neural Networks.mp4
|
MP4
|
59.5 MB
|
|
|
053 Deep Learning on EC2 and EMR.en.srt
|
SRT
|
2.5 KB
|
|
|
053 Deep Learning on EC2 and EMR.mp4
|
MP4
|
10.6 MB
|
|
|
054 Tuning Neural Networks.en.srt
|
SRT
|
8.3 KB
|
|
|
054 Tuning Neural Networks.mp4
|
MP4
|
22.1 MB
|
|
|
055 Regularization Techniques for Neural Networks (Dropout Early Stopping).en.srt
|
SRT
|
12.1 KB
|
|
|
055 Regularization Techniques for Neural Networks (Dropout Early Stopping).mp4
|
MP4
|
40.5 MB
|
|
|
056 Grief with Gradients The Vanishing Gradient problem.en.srt
|
SRT
|
7.8 KB
|
|
|
056 Grief with Gradients The Vanishing Gradient problem.mp4
|
MP4
|
24.2 MB
|
|
|
057 L1 and L2 Regularization.en.srt
|
SRT
|
4.9 KB
|
|
|
057 L1 and L2 Regularization.mp4
|
MP4
|
13.7 MB
|
|
|
058 The Confusion Matrix.en.srt
|
SRT
|
9.8 KB
|
|
|
058 The Confusion Matrix.mp4
|
MP4
|
20.3 MB
|
|
|
059 Precision Recall F1 AUC and more.en.srt
|
SRT
|
11.1 KB
|
|
|
059 Precision Recall F1 AUC and more.mp4
|
MP4
|
30.2 MB
|
|
|
060 Ensemble Methods Bagging and Boosting.en.srt
|
SRT
|
6.1 KB
|
|
|
060 Ensemble Methods Bagging and Boosting.mp4
|
MP4
|
18.1 MB
|
|
|
061 Introducing Amazon SageMaker.en.srt
|
SRT
|
14 KB
|
|
|
061 Introducing Amazon SageMaker.mp4
|
MP4
|
51.4 MB
|
|
|
062 Linear Learner in SageMaker.en.srt
|
SRT
|
7.9 KB
|
|
|
062 Linear Learner in SageMaker.mp4
|
MP4
|
23.8 MB
|
|
|
063 XGBoost in SageMaker.en.srt
|
SRT
|
4.6 KB
|
|
|
063 XGBoost in SageMaker.mp4
|
MP4
|
15.3 MB
|
|
|
064 Seq2Seq in SageMaker.en.srt
|
SRT
|
7.6 KB
|
|
|
064 Seq2Seq in SageMaker.mp4
|
MP4
|
25.6 MB
|
|
|
065 DeepAR in SageMaker.en.srt
|
SRT
|
6.7 KB
|
|
|
065 DeepAR in SageMaker.mp4
|
MP4
|
24.1 MB
|
|
|
066 BlazingText in SageMaker.en.srt
|
SRT
|
8.4 KB
|
|
|
066 BlazingText in SageMaker.mp4
|
MP4
|
29.6 MB
|
|
|
067 Object2Vec in SageMaker.en.srt
|
SRT
|
7.7 KB
|
|
|
067 Object2Vec in SageMaker.mp4
|
MP4
|
32.8 MB
|
|
|
068 Object Detection in SageMaker.en.srt
|
SRT
|
7.1 KB
|
|
|
068 Object Detection in SageMaker.mp4
|
MP4
|
24.1 MB
|
|
|
069 Image Classification in SageMaker.en.srt
|
SRT
|
6.8 KB
|
|
|
069 Image Classification in SageMaker.mp4
|
MP4
|
22.8 MB
|
|
|
070 Semantic Segmentation in SageMaker.en.srt
|
SRT
|
6.3 KB
|
|
|
070 Semantic Segmentation in SageMaker.mp4
|
MP4
|
21.8 MB
|
|
|
071 Random Cut Forest in SageMaker.en.srt
|
SRT
|
4.9 KB
|
|
|
071 Random Cut Forest in SageMaker.mp4
|
MP4
|
16 MB
|
|
|
072 Neural Topic Model in SageMaker.en.srt
|
SRT
|
5.4 KB
|
|
|
072 Neural Topic Model in SageMaker.mp4
|
MP4
|
18.4 MB
|
|
|
073 Latent Dirichlet Allocation (LDA) in SageMaker.en.srt
|
SRT
|
5.3 KB
|
|
|
073 Latent Dirichlet Allocation (LDA) in SageMaker.mp4
|
MP4
|
16.6 MB
|
|
|
074 K-Nearest-Neighbors (KNN) in SageMaker.en.srt
|
SRT
|
4.8 KB
|
|
|
074 K-Nearest-Neighbors (KNN) in SageMaker.mp4
|
MP4
|
13.9 MB
|
|
|
075 K-Means Clustering in SageMaker.en.srt
|
SRT
|
8.2 KB
|
|
|
075 K-Means Clustering in SageMaker.mp4
|
MP4
|
26.2 MB
|
|
|
076 Principal Component Analysis (PCA) in SageMaker.en.srt
|
SRT
|
5.5 KB
|
|
|
076 Principal Component Analysis (PCA) in SageMaker.mp4
|
MP4
|
18.4 MB
|
|
|
077 Factorization Machines in SageMaker.en.srt
|
SRT
|
6.9 KB
|
|
|
077 Factorization Machines in SageMaker.mp4
|
MP4
|
19.6 MB
|
|
|
078 IP Insights in SageMaker.en.srt
|
SRT
|
4.8 KB
|
|
|
078 IP Insights in SageMaker.mp4
|
MP4
|
15.2 MB
|
|
|
079 Reinforcement Learning in SageMaker.en.srt
|
SRT
|
20.5 KB
|
|
|
079 Reinforcement Learning in SageMaker.mp4
|
MP4
|
68.2 MB
|
|
|
080 Automatic Model Tuning.en.srt
|
SRT
|
10.2 KB
|
|
|
080 Automatic Model Tuning.mp4
|
MP4
|
35 MB
|
|
|
081 Apache Spark with SageMaker.en.srt
|
SRT
|
5.5 KB
|
|
|
081 Apache Spark with SageMaker.mp4
|
MP4
|
20.5 MB
|
|
|
082 SageMaker Studio and new SageMaker features for 2020.en.srt
|
SRT
|
10.6 KB
|
|
|
082 SageMaker Studio and new SageMaker features for 2020.mp4
|
MP4
|
28.3 MB
|
|
|
083 Amazon Comprehend.en.srt
|
SRT
|
10 KB
|
|
|
083 Amazon Comprehend.mp4
|
MP4
|
20.4 MB
|
|
|
084 Amazon Translate.en.srt
|
SRT
|
3.5 KB
|
|
|
084 Amazon Translate.mp4
|
MP4
|
8.6 MB
|
|
|
085 Amazon Transcribe.en.srt
|
SRT
|
7.1 KB
|
|
|
085 Amazon Transcribe.mp4
|
MP4
|
28.3 MB
|
|
|
086 Amazon Polly.en.srt
|
SRT
|
9.8 KB
|
|
|
086 Amazon Polly.mp4
|
MP4
|
32.5 MB
|
|
|
087 Amazon Rekognition.en.srt
|
SRT
|
13.4 KB
|
|
|
087 Amazon Rekognition.mp4
|
MP4
|
50.6 MB
|
|
|
088 Amazon Forecast.en.srt
|
SRT
|
2.8 KB
|
|
|
088 Amazon Forecast.mp4
|
MP4
|
11.1 MB
|
|
|
089 Amazon Lex.en.srt
|
SRT
|
4.9 KB
|
|
|
089 Amazon Lex.mp4
|
MP4
|
18.6 MB
|
|
|
090 The Best of the Rest Other High-Level AWS Machine Learning Services.en.srt
|
SRT
|
4.6 KB
|
|
|
090 The Best of the Rest Other High-Level AWS Machine Learning Services.mp4
|
MP4
|
15.6 MB
|
|
|
091 New ML Services for 2020.en.srt
|
SRT
|
10.7 KB
|
|
|
091 New ML Services for 2020.mp4
|
MP4
|
36.9 MB
|
|
|
092 Putting them All Together.en.srt
|
SRT
|
3.5 KB
|
|
|
092 Putting them All Together.mp4
|
MP4
|
11 MB
|
|
|
093 Lab Tuning a Convolutional Neural Network on EC2 Part 1.en.srt
|
SRT
|
13.1 KB
|
|
|
093 Lab Tuning a Convolutional Neural Network on EC2 Part 1.mp4
|
MP4
|
78 MB
|
|
|
094 Lab Tuning a Convolutional Neural Network on EC2 Part 2.en.srt
|
SRT
|
14.9 KB
|
|
|
094 Lab Tuning a Convolutional Neural Network on EC2 Part 2.mp4
|
MP4
|
80.5 MB
|
|
|
095 Lab Tuning a Convolutional Neural Network on EC2 Part 3.en.srt
|
SRT
|
10.9 KB
|
|
|
095 Lab Tuning a Convolutional Neural Network on EC2 Part 3.mp4
|
MP4
|
56.5 MB
|
|
|
096 Section Intro Machine Learning Implementation and Operations.en.srt
|
SRT
|
1.8 KB
|
|
|
096 Section Intro Machine Learning Implementation and Operations.mp4
|
MP4
|
26.4 MB
|
|
|
097 SageMakers Inner Details and Production Variants.en.srt
|
SRT
|
18.7 KB
|
|
|
097 SageMakers Inner Details and Production Variants.mp4
|
MP4
|
50.3 MB
|
|
|
098 SageMaker On the Edge SageMaker Neo and IoT Greengrass.en.srt
|
SRT
|
6.8 KB
|
|
|
098 SageMaker On the Edge SageMaker Neo and IoT Greengrass.mp4
|
MP4
|
34.6 MB
|
|
|
099 SageMaker Security Encryption at Rest and In Transit.en.srt
|
SRT
|
7.2 KB
|
|
|
099 SageMaker Security Encryption at Rest and In Transit.mp4
|
MP4
|
27.9 MB
|
|
|
100 SageMaker Security VPCs IAM Logging and Monitoring.en.srt
|
SRT
|
6.5 KB
|
|
|
100 SageMaker Security VPCs IAM Logging and Monitoring.mp4
|
MP4
|
22.4 MB
|
|
|
101 SageMaker Resource Management Instance Types and Spot Training.en.srt
|
SRT
|
5.7 KB
|
|
|
101 SageMaker Resource Management Instance Types and Spot Training.mp4
|
MP4
|
17.4 MB
|
|
|
102 SageMaker Resource Management Elastic Inference Automatic Scaling AZs.en.srt
|
SRT
|
7.3 KB
|
|
|
102 SageMaker Resource Management Elastic Inference Automatic Scaling AZs.mp4
|
MP4
|
29.3 MB
|
|
|
103 SageMaker Inference Pipelines.en.srt
|
SRT
|
2.6 KB
|
|
|
103 SageMaker Inference Pipelines.mp4
|
MP4
|
11.2 MB
|
|
|
104 Lab Tuning Deploying and Predicting with Tensorflow on SageMaker - Part 1.en.srt
|
SRT
|
8.7 KB
|
|
|
104 Lab Tuning Deploying and Predicting with Tensorflow on SageMaker - Part 1.mp4
|
MP4
|
31 MB
|
|
|
105 Lab Tuning Deploying and Predicting with Tensorflow on SageMaker - Part 2.en.srt
|
SRT
|
18.1 KB
|
|
|
105 Lab Tuning Deploying and Predicting with Tensorflow on SageMaker - Part 2.mp4
|
MP4
|
80.6 MB
|
|
|
106 Lab Tuning Deploying and Predicting with Tensorflow on SageMaker - Part 3.en.srt
|
SRT
|
21.2 KB
|
|
|
106 Lab Tuning Deploying and Predicting with Tensorflow on SageMaker - Part 3.mp4
|
MP4
|
92.7 MB
|
|
|
107 Section Intro Wrapping Up.en.srt
|
SRT
|
716.8 B
|
|
|
107 Section Intro Wrapping Up.mp4
|
MP4
|
9.1 MB
|
|
|
108 More Preparation Resources.en.srt
|
SRT
|
10.1 KB
|
|
|
108 More Preparation Resources.mp4
|
MP4
|
30.2 MB
|
|
|
109 Test-Taking Strategies and What to Expect.en.srt
|
SRT
|
18.1 KB
|
|
|
109 Test-Taking Strategies and What to Expect.mp4
|
MP4
|
72.1 MB
|
|
|
110 You Made It.en.srt
|
SRT
|
1.3 KB
|
|
|
110 You Made It.mp4
|
MP4
|
17.2 MB
|
|
|
111 Save 50 on your AWS Exam Cost.en.srt
|
SRT
|
2.9 KB
|
|
|
111 Save 50 on your AWS Exam Cost.mp4
|
MP4
|
9.5 MB
|
|
|
112 Get an Extra 30 Minutes on your AWS Exam - Non Native English Speakers only.en.srt
|
SRT
|
2 KB
|
|
|
112 Get an Extra 30 Minutes on your AWS Exam - Non Native English Speakers only.mp4
|
MP4
|
6.3 MB
|
|
|
113 THANK YOU.en.srt
|
SRT
|
2.7 KB
|
|
|
113 THANK YOU.mp4
|
MP4
|
26.4 MB
|
|
|
114 Bonus Lecture Get the Full 3-Hour Practice Exam.html
|
HTML
|
13 KB
|
|
|
[FreeCourseWorld.Com].url
|
URL
|
102.4 B
|
|
|
external-assets-links.txt
|
TXT
|
102.4 B
|
