| UD4/01 Introduction/001 Udemy 101.mp4 |
17.4 MB |
| UD4/01 Introduction/002 Course Introduction What to Expect.mp4 |
78.2 MB |
| UD4/01 Introduction/003 Get the Course Materials.mp4 |
17.3 MB |
| UD4/01 Introduction/external-assets-links.txt |
105 B |
| UD4/02 Data Engineering/004 Section Intro Data Engineering.mp4 |
24.3 MB |
| UD4/02 Data Engineering/005 Amazon S3 - Overview.mp4 |
24.4 MB |
| UD4/02 Data Engineering/006 Amazon S3 - Storage Tiers Lifecycle Rules.mp4 |
22.1 MB |
| UD4/02 Data Engineering/007 Amazon S3 Security.mp4 |
37.2 MB |
| UD4/02 Data Engineering/008 Kinesis Data Streams Kinesis Data Firehose.mp4 |
39.2 MB |
| UD4/02 Data Engineering/009 Lab 1.1 - Kinesis Data Firehose.mp4 |
35.1 MB |
| UD4/02 Data Engineering/010 Kinesis Data Analytics.mp4 |
21.4 MB |
| UD4/02 Data Engineering/011 Lab 1.2 - Kinesis Data Analytics.mp4 |
52.8 MB |
| UD4/02 Data Engineering/012 Kinesis Video Streams.mp4 |
14.1 MB |
| UD4/02 Data Engineering/013 Kinesis ML Summary.mp4 |
5.1 MB |
| UD4/02 Data Engineering/014 Glue Data Catalog Crawlers.mp4 |
11.4 MB |
| UD4/02 Data Engineering/015 Lab 1.3 - Glue Data Catalog.mp4 |
22.5 MB |
| UD4/02 Data Engineering/016 Glue ETL.mp4 |
9.8 MB |
| UD4/02 Data Engineering/017 Lab 1.4 - Glue ETL.mp4 |
41.1 MB |
| UD4/02 Data Engineering/018 Lab 1.5 - Athena.mp4 |
8.7 MB |
| UD4/02 Data Engineering/019 Lab 1 - Cleanup.mp4 |
9.5 MB |
| UD4/02 Data Engineering/020 AWS Data Stores in Machine Learning.mp4 |
13.8 MB |
| UD4/02 Data Engineering/021 AWS Data Pipelines.mp4 |
14 MB |
| UD4/02 Data Engineering/022 AWS Batch.mp4 |
8.3 MB |
| UD4/02 Data Engineering/023 AWS DMS - Database Migration Services.mp4 |
9.4 MB |
| UD4/02 Data Engineering/024 AWS Step Functions.mp4 |
13.4 MB |
| UD4/02 Data Engineering/025 Full Data Engineering Pipelines.mp4 |
22.8 MB |
| UD4/02 Data Engineering/026 Data Engineering Summary.html |
3 KB |
| UD4/03 Exploratory Data Analysis/027 Section Intro Data Analysis.mp4 |
27.1 MB |
| UD4/03 Exploratory Data Analysis/028 Python in Data Science and Machine Learning.mp4 |
46.8 MB |
| UD4/03 Exploratory Data Analysis/029 Example Preparing Data for Machine Learning in a Jupyter Notebook.mp4 |
82.7 MB |
| UD4/03 Exploratory Data Analysis/030 Types of Data.mp4 |
28.4 MB |
| UD4/03 Exploratory Data Analysis/031 Data Distributions.mp4 |
22.4 MB |
| UD4/03 Exploratory Data Analysis/032 Time Series Trends and Seasonality.mp4 |
16.3 MB |
| UD4/03 Exploratory Data Analysis/033 Introduction to Amazon Athena.mp4 |
27.9 MB |
| UD4/03 Exploratory Data Analysis/034 Overview of Amazon Quicksight.mp4 |
34 MB |
| UD4/03 Exploratory Data Analysis/035 Types of Visualizations and When to Use Them.mp4 |
22.6 MB |
| UD4/03 Exploratory Data Analysis/036 Elastic MapReduce (EMR) and Hadoop Overview.mp4 |
33.8 MB |
| UD4/03 Exploratory Data Analysis/037 Apache Spark on EMR.mp4 |
33.7 MB |
| UD4/03 Exploratory Data Analysis/038 EMR Notebooks Security and Instance Types.mp4 |
24.5 MB |
| UD4/03 Exploratory Data Analysis/039 Feature Engineering and the Curse of Dimensionality.mp4 |
47.8 MB |
| UD4/03 Exploratory Data Analysis/040 Imputing Missing Data.mp4 |
53.3 MB |
| UD4/03 Exploratory Data Analysis/041 Dealing with Unbalanced Data.mp4 |
40.9 MB |
| UD4/03 Exploratory Data Analysis/042 Handling Outliers.mp4 |
50.5 MB |
| UD4/03 Exploratory Data Analysis/043 Binning Transforming Encoding Scaling and Shuffling.mp4 |
52.7 MB |
| UD4/03 Exploratory Data Analysis/044 Amazon SageMaker Ground Truth and Label Generation.mp4 |
28.4 MB |
| UD4/03 Exploratory Data Analysis/045 Lab Preparing Data for TF-IDF with Spark and EMR Part 1.mp4 |
30.5 MB |
| UD4/03 Exploratory Data Analysis/046 Lab Preparing Data for TF-IDF with Spark and EMR Part 2.mp4 |
83.6 MB |
| UD4/03 Exploratory Data Analysis/047 Lab Preparing Data for TF-IDF with Spark and EMR Part 3.mp4 |
127.7 MB |
| UD4/04 Modeling/048 Section Intro Modeling.mp4 |
40.3 MB |
| UD4/04 Modeling/049 Introduction to Deep Learning.mp4 |
63.6 MB |
| UD4/04 Modeling/050 Convolutional Neural Networks.mp4 |
89.1 MB |
| UD4/04 Modeling/051 Recurrent Neural Networks.mp4 |
59.5 MB |
| UD4/04 Modeling/052 Deep Learning on EC2 and EMR.mp4 |
10.6 MB |
| UD4/04 Modeling/053 Tuning Neural Networks.mp4 |
22.1 MB |
| UD4/04 Modeling/054 Regularization Techniques for Neural Networks (Dropout Early Stopping).mp4 |
40.5 MB |
| UD4/04 Modeling/055 Grief with Gradients The Vanishing Gradient problem.mp4 |
24.2 MB |
| UD4/04 Modeling/056 L1 and L2 Regularization.mp4 |
13.7 MB |
| UD4/04 Modeling/057 The Confusion Matrix.mp4 |
20.3 MB |
| UD4/04 Modeling/058 Precision Recall F1 AUC and more.mp4 |
30.2 MB |
| UD4/04 Modeling/059 Ensemble Methods Bagging and Boosting.mp4 |
18.1 MB |
| UD4/04 Modeling/060 Introducing Amazon SageMaker.mp4 |
51.4 MB |
| UD4/04 Modeling/061 Linear Learner in SageMaker.mp4 |
23.8 MB |
| UD4/04 Modeling/062 XGBoost in SageMaker.mp4 |
15.3 MB |
| UD4/04 Modeling/063 Seq2Seq in SageMaker.mp4 |
25.6 MB |
| UD4/04 Modeling/064 DeepAR in SageMaker.mp4 |
24.1 MB |
| UD4/04 Modeling/065 BlazingText in SageMaker.mp4 |
29.6 MB |
| UD4/04 Modeling/066 Object2Vec in SageMaker.mp4 |
32.8 MB |
| UD4/04 Modeling/067 Object Detection in SageMaker.mp4 |
24.1 MB |
| UD4/04 Modeling/068 Image Classification in SageMaker.mp4 |
22.8 MB |
| UD4/04 Modeling/069 Semantic Segmentation in SageMaker.mp4 |
21.8 MB |
| UD4/04 Modeling/070 Random Cut Forest in SageMaker.mp4 |
16 MB |
| UD4/04 Modeling/071 Neural Topic Model in SageMaker.mp4 |
18.4 MB |
| UD4/04 Modeling/072 Latent Dirichlet Allocation (LDA) in SageMaker.mp4 |
16.6 MB |
| UD4/04 Modeling/073 K-Nearest-Neighbors (KNN) in SageMaker.mp4 |
13.9 MB |
| UD4/04 Modeling/074 K-Means Clustering in SageMaker.mp4 |
26.2 MB |
| UD4/04 Modeling/075 Principal Component Analysis (PCA) in SageMaker.mp4 |
18.4 MB |
| UD4/04 Modeling/076 Factorization Machines in SageMaker.mp4 |
19.6 MB |
| UD4/04 Modeling/077 IP Insights in SageMaker.mp4 |
15.2 MB |
| UD4/04 Modeling/078 Reinforcement Learning in SageMaker.mp4 |
68.2 MB |
| UD4/04 Modeling/079 Automatic Model Tuning.mp4 |
35 MB |
| UD4/04 Modeling/080 Apache Spark with SageMaker.mp4 |
20.5 MB |
| UD4/04 Modeling/081 Amazon Comprehend.mp4 |
20.4 MB |
| UD4/04 Modeling/082 Amazon Translate.mp4 |
8.6 MB |
| UD4/04 Modeling/083 Amazon Transcribe.mp4 |
28.3 MB |
| UD4/04 Modeling/084 Amazon Polly.mp4 |
32.5 MB |
| UD4/04 Modeling/085 Amazon Rekognition.mp4 |
40.9 MB |
| UD4/04 Modeling/086 Amazon Forecast.mp4 |
11.1 MB |
| UD4/04 Modeling/087 Amazon Lex.mp4 |
18.6 MB |
| UD4/04 Modeling/088 The Best of the Rest Other High-Level AWS Machine Learning Services.mp4 |
15.6 MB |
| UD4/04 Modeling/089 Putting them All Together.mp4 |
11 MB |
| UD4/04 Modeling/090 Lab Tuning a Convolutional Neural Network on EC2 Part 1.mp4 |
78 MB |
| UD4/04 Modeling/091 Lab Tuning a Convolutional Neural Network on EC2 Part 2.mp4 |
80.5 MB |
| UD4/04 Modeling/092 Lab Tuning a Convolutional Neural Network on EC2 Part 3.mp4 |
56.5 MB |
| UD4/05 ML Implementation and Operations/093 Section Intro Machine Learning Implementation and Operations.mp4 |
26.4 MB |
| UD4/05 ML Implementation and Operations/094 SageMakers Inner Details and Production Variants.mp4 |
50.3 MB |
| UD4/05 ML Implementation and Operations/095 SageMaker On the Edge SageMaker Neo and IoT Greengrass.mp4 |
34.6 MB |
| UD4/05 ML Implementation and Operations/096 SageMaker Security Encryption at Rest and In Transit.mp4 |
27.9 MB |
| UD4/05 ML Implementation and Operations/097 SageMaker Security VPCs IAM Logging and Monitoring.mp4 |
22.4 MB |
| UD4/05 ML Implementation and Operations/098 SageMaker Resource Management Instance Types and Spot Training.mp4 |
17.4 MB |
| UD4/05 ML Implementation and Operations/099 SageMaker Resource Management Elastic Inference Automatic Scaling AZs.mp4 |
29.3 MB |
| UD4/05 ML Implementation and Operations/100 SageMaker Inference Pipelines.mp4 |
11.2 MB |
| UD4/05 ML Implementation and Operations/101 Lab Tuning Deploying and Predicting with Tensorflow on SageMaker - Part 1.mp4 |
31 MB |
| UD4/05 ML Implementation and Operations/102 Lab Tuning Deploying and Predicting with Tensorflow on SageMaker - Part 2.mp4 |
80.6 MB |
| UD4/05 ML Implementation and Operations/103 Lab Tuning Deploying and Predicting with Tensorflow on SageMaker - Part 3.mp4 |
92.7 MB |
| UD4/06 Wrapping Up/104 Section Intro Wrapping Up.mp4 |
9.1 MB |
| UD4/06 Wrapping Up/105 More Preparation Resources.mp4 |
30.2 MB |
| UD4/06 Wrapping Up/106 Test-Taking Strategies and What to Expect.mp4 |
72.1 MB |
| UD4/06 Wrapping Up/107 You Made It.mp4 |
17.2 MB |
| UD4/06 Wrapping Up/108 Save 50 on your AWS Exam Cost.mp4 |
9.5 MB |
| UD4/06 Wrapping Up/109 Get an Extra 30 Minutes on your AWS Exam - Non Native English Speakers only.mp4 |
6.3 MB |
| UD4/07 Practice Exams/110 THANK YOU.mp4 |
26.4 MB |
| UD4/07 Practice Exams/111 Bonus Lecture Get the Full 3-Hour Practice Exam.html |
13 KB |
| UD4/Torrent_downloaded_from_Demonoid.is_.txt |
58 B |
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