2020 AWS SageMaker AI and Machine Learning With Python | A7DE876DC25E73D3CE3657E5576E2416638A68FD

2020 AWS SageMaker AI and Machine Learning With Python

Name	2020 AWS SageMaker, AI and Machine Learning - With Python	DOWNLOAD Copy Link Trouble downloading? see How To
Total Size	6.1 GB
Total Files	318
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Hash	A7DE876DC25E73D3CE3657E5576E2416638A68FD

/.../11 E9 SageMaker HyperParameter Tuning/
104 Lab Tuning Movie Rating Factorization Machine Recommender System.mp4	161.5 MB

Visit Coursedrive.org.url	0.1 KB
ReadMe.txt	0.2 KB
2020 AWS SageMaker, AI and Machine Learning - With Python/
ReadMe.txt	0.2 KB
Visit Coursedrive.org.url	0.1 KB
/.../01 Introduction and Housekeeping/
001 AWS-Certified-Machine-Learning-Specialty-Preparation.pdf	328.2 KB
001 AWS-Housekeeping.pdf	297.6 KB
001 AWS-SageMaker-Course-Introduction.pdf	262.6 KB
001 Downloadable Resources.html	1.2 KB
001 Gap-Analysis.xlsx	9.8 KB
002 Introduction.en.srt	4.1 KB
002 Introduction.mp4	15.5 MB
003 2020 - Overview - AWS Machine Learning Specialty Exam.en.srt	10.8 KB
003 2020 - Overview - AWS Machine Learning Specialty Exam.mp4	73.6 MB
004 2020 Exam - Gap Analysis.html	1.9 KB
005 2020 Preparation - AWS Machine Learning Specialty Exam.en.srt	5.6 KB
005 2020 Preparation - AWS Machine Learning Specialty Exam.mp4	29.7 MB
006 2020 AWS Account Setup Free Tier Offers Billing Support.en.srt	7.5 KB
006 2020 AWS Account Setup Free Tier Offers Billing Support.mp4	58.1 MB
007 2020 Billing Alerts Delegate Access.en.srt	8.5 KB
007 2020 Billing Alerts Delegate Access.mp4	59.7 MB
008 2020 Configure IAM Users Setup Command Line Interface (CLI).en.srt	11.4 KB
008 2020 Configure IAM Users Setup Command Line Interface (CLI).mp4	88.7 MB
009 E8-AWSTop6ReasonsCloudComputing.pdf	107.9 KB
009 Six Advantages of Cloud Computing.en.srt	8.9 KB
009 Six Advantages of Cloud Computing.mp4	31.8 MB
010 AWS Global Infrastructure Overview.en.srt	8.5 KB
010 AWS Global Infrastructure Overview.mp4	42.0 MB
011 Security is Job Zero AWS Public Sector Summit E6 by Steve Schmidt.html	1.2 KB
/.../02 SageMaker Housekeeping/
012 AWS-Introduction-ML-Concepts.pdf	273.3 KB
012 Downloadable Resources.html	1.1 KB
012 SourceCode-and-Data-Setup.pdf	183.7 KB
012 usa-airpassengers-numeric.xlsx	61.2 KB
013 Demo - S3 Bucket Setup.en.srt	3.0 KB
013 Demo - S3 Bucket Setup.mp4	21.6 MB
014 Demo - Setup SageMaker Notebook Instance.en.srt	7.1 KB
014 Demo - Setup SageMaker Notebook Instance.mp4	44.0 MB
015 E9 Demo - Source Code and Data Setup.en.srt	4.4 KB
015 E9 Demo - Source Code and Data Setup.mp4	34.9 MB
016 2020 SageMaker Console looks different from the course videos - Why.html	2.5 KB
017 2020 How to download Kaggle data with code.html	1.5 KB
/.../03 E9 Machine Learning Concepts/
018 E9 Introduction to Machine Learning Concepts Terminologies.en.srt	11.6 KB
018 E9 Introduction to Machine Learning Concepts Terminologies.mp4	73.6 MB
019 E9 Data Types - How to handle mixed data types.en.srt	13.9 KB
019 E9 Data Types - How to handle mixed data types.mp4	106.9 MB
020 E9 Introduction to Python Notebook Environment.en.srt	10.0 KB
020 E9 Introduction to Python Notebook Environment.mp4	89.7 MB
021 E9 Introduction to working with Missing Data.en.srt	9.1 KB
021 E9 Introduction to working with Missing Data.mp4	85.7 MB
022 E9 Data Visualization - Linear Log Quadratic and More.en.srt	4.5 KB
022 E9 Data Visualization - Linear Log Quadratic and More.mp4	39.6 MB
/.../04 E9.7 Model Performance Evaluation/
023 Downloadable Resources.html	1.3 KB
023 Model-Performance-Evaluation.pdf	212.9 KB
024 Introduction.en.srt	3.4 KB
024 Introduction.mp4	23.7 MB
025 Regression Model Performance.en.srt	8.9 KB
025 Regression Model Performance.mp4	91.1 MB
026 Binary Classifier Performance.en.srt	7.8 KB
026 Binary Classifier Performance.mp4	56.5 MB
027 Binary Classifier - Confusion Matrix.en.srt	5.7 KB
027 Binary Classifier - Confusion Matrix.mp4	68.5 MB
028 Binary Classifier - SKLearn Confusion Matrix.en.srt	2.8 KB
028 Binary Classifier - SKLearn Confusion Matrix.mp4	27.0 MB
029 Binary Classifier - Metrics Definition.en.srt	3.5 KB
029 Binary Classifier - Metrics Definition.mp4	36.4 MB
030 Binary Classifier - Metrics Calculation.en.srt	3.9 KB
030 Binary Classifier - Metrics Calculation.mp4	37.6 MB
031 Question - Why not Model 1.html	2.2 KB
032 Binary Classifier - Area Under Curve Metrics.en.srt	8.8 KB
032 Binary Classifier - Area Under Curve Metrics.mp4	70.1 MB
033 Multiclass Classifier.en.srt	11.3 KB
033 Multiclass Classifier.mp4	104.8 MB
/.../05 2020 SageMaker Service Overview/
034 2020 Downloadable Resources.html	1.4 KB
034 2020.01-AWS-SageMaker-WM.pdf	163.9 KB
034 AWS-SageMaker-Algorithms-and-Frameworks.pdf	694.5 KB
035 Introduction to SageMaker.en.srt	4.9 KB
035 Introduction to SageMaker.mp4	28.1 MB
036 Instance Type and Pricing.en.srt	10.2 KB
036 Instance Type and Pricing.mp4	57.3 MB
037 DataFormat.en.srt	10.6 KB
037 DataFormat.mp4	97.7 MB
038 2020 SageMaker Built-in Algorithms.en.srt	10.2 KB
038 2020 SageMaker Built-in Algorithms.mp4	61.4 MB
039 2020 Popular Frameworks and Bring Your Own Algorithm.en.srt	6.4 KB
039 2020 Popular Frameworks and Bring Your Own Algorithm.mp4	30.0 MB
/.../06 E9 XGBoost - Gradient Boosted Trees/
040 E9 Downloadable Resources.html	1.0 KB
040 XGBoost-WM.pdf	582.4 KB
041 E9 Introduction to XGBoost.en.srt	10.0 KB
041 E9 Introduction to XGBoost.mp4	72.0 MB
042 E9 Lab - Data Preparation Simple Regression.en.srt	5.2 KB
042 E9 Lab - Data Preparation Simple Regression.mp4	28.4 MB
043 QA - XGBoost Install Taking Too Long - How to Fix.html	1.8 KB
044 E9 Lab - Training Simple Regression.en.srt	12.5 KB
044 E9 Lab - Training Simple Regression.mp4	87.7 MB
045 E9 Lab - Data Preparation Non-linear Data set.en.srt	2.5 KB
045 E9 Lab - Data Preparation Non-linear Data set.mp4	14.4 MB
046 E9 Lab - Training Non-linear Data set.en.srt	4.9 KB
046 E9 Lab - Training Non-linear Data set.mp4	34.7 MB
047 Exercise - Improving quality of predictions.html	1.2 KB
048 E9 Lab - Data Preparation Bike Rental Regression.en.srt	9.3 KB
048 E9 Lab - Data Preparation Bike Rental Regression.mp4	61.0 MB
049 E9 Lab - Train Bike Rental Regression Model.en.srt	6.2 KB
049 E9 Lab - Train Bike Rental Regression Model.mp4	47.1 MB
050 E9 Lab - Train using Log of Count.en.srt	4.8 KB
050 E9 Lab - Train using Log of Count.mp4	34.6 MB
051 ResourceLimitExceeded Error - How to Increase Resource Limit.html	2.3 KB
052 E9 Lab - How to train using SageMakers built-in XGBoost Algorithm.en.srt	7.5 KB
052 E9 Lab - How to train using SageMakers built-in XGBoost Algorithm.mp4	60.6 MB
053 E9 Lab - How to run predictions against an existing SageMaker Endpoint.en.srt	5.2 KB
053 E9 Lab - How to run predictions against an existing SageMaker Endpoint.mp4	30.5 MB
054 Additional Integration Scenarios and Examples.html	1.1 KB
055 E9 SageMaker Endpoint Features.en.srt	6.0 KB
055 E9 SageMaker Endpoint Features.mp4	30.5 MB
056 E9 Lab - Multi-class Classification.en.srt	6.0 KB
056 E9 Lab - Multi-class Classification.mp4	42.3 MB
057 E9 Lab - Binary Classification.en.srt	5.5 KB
057 E9 Lab - Binary Classification.mp4	48.8 MB
058 E9 Exercise - Improve Data Quality in Diabetes dataset.html	1.4 KB
059 2020 - Question on Diabetes Data Quality Improvement.html	1.7 KB
060 E9 XGBoost HyperParameters and Tuning.en.srt	12.4 KB
060 E9 XGBoost HyperParameters and Tuning.mp4	56.6 MB
061 E9 Exercise - Mushroom Classification.html	1.7 KB
/.../07 SageMaker - Principal Component Analysis (PCA)/
062 Normalization and Standardization.html	2.2 KB
063 AWS-SageMakerPCA-WM.pdf	121.5 KB
063 Downloadable Resources.html	1.1 KB
064 Introduction to Principal Component Analysis (PCA).en.srt	7.2 KB
064 Introduction to Principal Component Analysis (PCA).mp4	55.1 MB
065 PCA Demo Overview.en.srt	1.5 KB
065 PCA Demo Overview.mp4	5.3 MB
066 Demo - PCA with Random Dataset.en.srt	4.2 KB
066 Demo - PCA with Random Dataset.mp4	27.9 MB
067 Demo - PCA with Correlated Dataset.en.srt	6.4 KB
067 Demo - PCA with Correlated Dataset.mp4	49.5 MB
068 Cleanup Resources on SageMaker.html	1.8 KB
069 Demo - PCA with Kaggle Bike Sharing - Overview and Normalization.en.srt	4.6 KB
069 Demo - PCA with Kaggle Bike Sharing - Overview and Normalization.mp4	34.4 MB
070 Demo - PCA Local Mode with Kaggle Bike Train.en.srt	3.2 KB
070 Demo - PCA Local Mode with Kaggle Bike Train.mp4	32.0 MB
071 Demo - PCA training with SageMaker.en.srt	4.6 KB
071 Demo - PCA training with SageMaker.mp4	40.6 MB
072 Demo - PCA Projection with SageMaker.en.srt	2.5 KB
072 Demo - PCA Projection with SageMaker.mp4	25.5 MB
073 Exercise Kaggle Bike Train and PCA.html	1.6 KB
074 Summary.en.srt	1.7 KB
074 Summary.mp4	7.0 MB
/.../08 SageMaker - Factorization Machines/
075 2.AWS-SageMakerFactorizationMachine-WM.pdf	137.0 KB
075 Downloadable Resources.html	1.2 KB
076 Introduction to Factorization Machines.en.srt	7.1 KB
076 Introduction to Factorization Machines.mp4	37.8 MB
077 MovieLens Dataset.html	1.1 KB
078 Demo - Movie Recommender Data Preparation.en.srt	12.2 KB
078 Demo - Movie Recommender Data Preparation.mp4	95.1 MB
079 Demo - Movie Recommender Model Training.en.srt	6.7 KB
079 Demo - Movie Recommender Model Training.mp4	51.4 MB
080 Demo - Movie Predictions By User.en.srt	8.5 KB
080 Demo - Movie Predictions By User.mp4	72.3 MB
/.../09 SageMaker - DeepAR Time Series Forecasting/
081 AWS-SageMakerDeepAR-WM.pdf	180.2 KB
081 Downloadable Resources.html	1.1 KB
082 Introduction to DeepAR Time Series Forecasting.en.srt	10.7 KB
082 Introduction to DeepAR Time Series Forecasting.mp4	79.5 MB
083 DeepAR Training and Inference Formats.en.srt	11.1 KB
083 DeepAR Training and Inference Formats.mp4	93.8 MB
084 Working with Time Series Data Handling Missing Values.en.srt	9.7 KB
084 Working with Time Series Data Handling Missing Values.mp4	69.1 MB
085 Demo - Bike Rental as Time Series Forecasting Problem.en.srt	11.0 KB
085 Demo - Bike Rental as Time Series Forecasting Problem.mp4	110.1 MB
086 Demo - Bike Rental Model Training.en.srt	7.9 KB
086 Demo - Bike Rental Model Training.mp4	81.0 MB
087 Demo - Bike Rental Prediction.en.srt	5.2 KB
087 Demo - Bike Rental Prediction.mp4	51.0 MB
088 Demo - DeepAR Categories.en.srt	6.3 KB
088 Demo - DeepAR Categories.mp4	67.7 MB
089 Demo - DeepAR Dynamic Features Data Preparation.en.srt	6.8 KB
089 Demo - DeepAR Dynamic Features Data Preparation.mp4	70.9 MB
090 Demo - DeepAR Dynamic Features Training and Prediction.en.srt	3.3 KB
090 Demo - DeepAR Dynamic Features Training and Prediction.mp4	28.2 MB
091 Summary.en.srt	1.6 KB
091 Summary.mp4	11.5 MB
092 Question How to train a model for different products using DeepAR.html	2.6 KB
/.../10 E9 Integration Options for Model Endpoint/
093 AWS-SageMaker-Integration.pdf	119.4 KB
093 Downloadable Resources.html	1.0 KB
093 Local-Machine-Housekeeping.pdf	205.7 KB
094 Integration Overview.en.srt	2.7 KB
094 Integration Overview.mp4	12.3 MB
095 Install Python and Boto3 - Local Machine.en.srt	2.9 KB
095 Install Python and Boto3 - Local Machine.mp4	14.3 MB
096 Install SageMaker SDK GIT Client Source Code Security Permissions.html	1.1 KB
096 Local-Machine-Housekeeping.pdf	205.7 KB
097 Client to Endpoint using SageMaker SDK.en.srt	9.6 KB
097 Client to Endpoint using SageMaker SDK.mp4	80.7 MB
098 Client to Endpoint using Boto3 SDK.en.srt	3.7 KB
098 Client to Endpoint using Boto3 SDK.mp4	40.1 MB
099 Microservice - Lambda to Endpoint - Payload.en.srt	3.1 KB
099 Microservice - Lambda to Endpoint - Payload.mp4	24.8 MB
100 Microservice - Lambda to Endpoint.en.srt	7.8 KB
100 Microservice - Lambda to Endpoint.mp4	77.8 MB
101 Microservice - API Gateway Lambda to Endpoint.en.srt	10.3 KB
101 Microservice - API Gateway Lambda to Endpoint.mp4	88.2 MB
/.../11 E9 SageMaker HyperParameter Tuning/
102 AWS-SageMaker-Hyperparameter-Tuning.pdf	72.7 KB
102 Downloadable Resources.html	1.0 KB
102 FM-Autotuning-Lab-Configuration.xlsx	10.9 KB
103 Introduction to Hyperparameter Tuning.en.srt	6.8 KB
103 Introduction to Hyperparameter Tuning.mp4	44.4 MB
104 Lab Tuning Movie Rating Factorization Machine Recommender System.en.srt	17.3 KB
105 Lab Step 2 Tuning Movie Rating Recommender System.en.srt	4.2 KB
105 Lab Step 2 Tuning Movie Rating Recommender System.mp4	50.5 MB
/.../12 2020 Artificial Intelligence (AI) Services/
106 AWS-AI-Services.pdf	267.5 KB
106 Downloadable Resources.html	1.4 KB
107 Lab Instructions.html	1.4 KB
108 1. Introduction.en.srt	3.4 KB
108 1. Introduction.mp4	25.8 MB
109 2.1 Amazon Transcribe and Lab.en.srt	5.5 KB
109 2.1 Amazon Transcribe and Lab.mp4	34.5 MB
110 2.2 Amazon Transcribe and Lab.en.srt	6.5 KB
110 2.2 Amazon Transcribe and Lab.mp4	49.4 MB
111 3. Amazon Translate.en.srt	4.6 KB
111 3. Amazon Translate.mp4	34.3 MB
112 Translate - Practical Scenario.html	1.2 KB
113 4.1 Amazon Comprehend.en.srt	6.1 KB
113 4.1 Amazon Comprehend.mp4	41.0 MB
114 4.2 Amazon Comprehend.en.srt	5.4 KB
114 4.2 Amazon Comprehend.mp4	37.3 MB
115 4.3 Amazon Comprehend training.en.srt	8.0 KB
115 4.3 Amazon Comprehend training.mp4	61.9 MB
116 5. Amazon Polly.en.srt	3.7 KB
116 5. Amazon Polly.mp4	26.2 MB
117 6. Amazon Lex.en.srt	6.1 KB
117 6. Amazon Lex.mp4	36.1 MB
118 7. Amazon Rekognition.en.srt	8.3 KB
118 7. Amazon Rekognition.mp4	89.0 MB
119 8. Amazon Textract Summary.en.srt	2.7 KB
119 8. Amazon Textract Summary.mp4	30.1 MB
/.../13 2020 AWS S3 Data Lake Architecture/
120 AWS-Data-Lake.pdf	927.8 KB
120 Downloadable Resources.html	1.0 KB
121 Lab Instructions.html	1.4 KB
122 Introduction to Data Lake.en.srt	10.3 KB
122 Introduction to Data Lake.mp4	59.9 MB
123 Kinesis - Streaming and Batch Processing.en.srt	5.4 KB
123 Kinesis - Streaming and Batch Processing.mp4	24.3 MB
124 Data Formats and Tools for Data Format Conversion.en.srt	8.7 KB
124 Data Formats and Tools for Data Format Conversion.mp4	53.4 MB
125 In-Place Analytics and Portfolio of Tools.en.srt	5.4 KB
125 In-Place Analytics and Portfolio of Tools.mp4	24.4 MB
126 Monitoring and Optimization.en.srt	7.0 KB
126 Monitoring and Optimization.mp4	34.4 MB
127 Security and Protection.en.srt	6.9 KB
127 Security and Protection.mp4	33.2 MB
128 Lab Glue Data Catalog.en.srt	6.8 KB
128 Lab Glue Data Catalog.mp4	52.3 MB
129 Lab - Query with Athena.en.srt	1.9 KB
129 Lab - Query with Athena.mp4	13.9 MB
130 Lab - Glue ETL - Convert format to Parquet.en.srt	4.2 KB
130 Lab - Glue ETL - Convert format to Parquet.mp4	32.8 MB
131 Lab - Query Amazon Customer Reviews with Athena.en.srt	4.6 KB
131 Lab - Query Amazon Customer Reviews with Athena.mp4	47.6 MB
132 Lab Sentiment of the Customer Review.en.srt	5.7 KB
132 Lab Sentiment of the Customer Review.mp4	49.9 MB
133 Lab - Query Sentiment of Customer Reviews using Athena.en.srt	4.1 KB
133 Lab - Query Sentiment of Customer Reviews using Athena.mp4	33.8 MB
134 Lab Serverless Customer Review Solution Part 1.en.srt	9.0 KB
134 Lab Serverless Customer Review Solution Part 1.mp4	69.8 MB
135 Lab Serverless Customer Review Solution Part 2.en.srt	7.1 KB
135 Lab Serverless Customer Review Solution Part 2.mp4	66.5 MB
/.../14 2020 Deep Learning and Neural Networks/
136 AWS-Deep-Learning-01.pdf	542.5 KB
136 ReadMe and Downloadable Resources.html	1.7 KB
137 Lab Instructions.html	1.4 KB
138 Concepts - Gradient Descent Loss Function for Regression.en.srt	14.8 KB
138 Concepts - Gradient Descent Loss Function for Regression.mp4	71.8 MB
139 Concepts - Gradient Descent Loss Function for Classification.en.srt	10.6 KB
139 Concepts - Gradient Descent Loss Function for Classification.mp4	63.8 MB
140 Neural Networks and Deep Learning.en.srt	8.1 KB
140 Neural Networks and Deep Learning.mp4	47.0 MB
141 MIT 6.S Introduction to Deep Learning.html	1.4 KB
142 MIT 6.S Convolutional Neural Networks.html	1.3 KB
143 MIT 6.S Recurrent Neural Networks.html	1.5 KB
144 NIPS E6 tutorial Nuts and bolts of building AI applications.html	1.5 KB
145 Lab - Regression with SKLearn Neural Network.en.srt	7.5 KB
145 Lab - Regression with SKLearn Neural Network.mp4	53.1 MB
146 Lab - Regression with Keras and TensorFlow.en.srt	7.4 KB
146 Lab - Regression with Keras and TensorFlow.mp4	62.0 MB
147 Lab - Binary Classification - Part 1- Customer Churn Prediction.en.srt	6.4 KB
147 Lab - Binary Classification - Part 1- Customer Churn Prediction.mp4	54.2 MB
148 Lab - Binary Classification - Part 2 - Customer Churn Prediction.en.srt	8.1 KB
148 Lab - Binary Classification - Part 2 - Customer Churn Prediction.mp4	55.6 MB
149 Lab - Multiclass Classification - Iris.en.srt	4.8 KB
149 Lab - Multiclass Classification - Iris.mp4	37.9 MB
150 Transfer Learning.html	1.2 KB
151 Optimizing for GPUs.html	1.7 KB
152 Multi-Class Multi-Label Classification.html	2.2 KB
153 SageMaker local mode for popular Frameworks.html	1.6 KB
/.../15 2020 Storage for Servers/
154 AWS-Storage.pdf	945.9 KB
154 Downloadable Resources.html	1.3 KB
155 2020 Introduction to Storage.en.srt	9.5 KB
155 2020 Introduction to Storage.mp4	43.0 MB
156 2020 Elastic Block Store (EBS).en.srt	13.5 KB
156 2020 Elastic Block Store (EBS).mp4	77.4 MB
157 2020 Elastic File System FSx for Windows FSx for Lustre.en.srt	5.3 KB
157 2020 Elastic File System FSx for Windows FSx for Lustre.mp4	26.6 MB
158 2020 Elastic Block Store (EBS) Encryption.html	2.5 KB
/.../16 2020 AWS - Support Plans and Feedback/
159 AWS Product Improvement Feedback.html	2.1 KB
160 How to contact AWS for Production Support.en.srt	7.5 KB
160 How to contact AWS for Production Support.mp4	38.8 MB
/.../17 2020 Databases on AWS/
161 AWS-Database-Distribution-ML.pdf	512.1 KB
161 Downloadable Resources.html	1.3 KB
162 2020 AWS Databases - Introduction Benefits and Types.en.srt	9.0 KB
162 2020 AWS Databases - Introduction Benefits and Types.mp4	52.0 MB
163 2020 Relational Database Service (RDS) - Features and Benefits.en.srt	14.3 KB
163 2020 Relational Database Service (RDS) - Features and Benefits.mp4	67.8 MB
164 2020 Aurora and Aurora Serverless Relational Database.en.srt	5.2 KB
164 2020 Aurora and Aurora Serverless Relational Database.mp4	23.0 MB
165 2020 DynamoDB - Primary Key Partitions and Features.en.srt	8.7 KB
165 2020 DynamoDB - Primary Key Partitions and Features.mp4	40.2 MB
166 2020 Cassandra and DocumentDB.en.srt	3.0 KB
166 2020 Cassandra and DocumentDB.mp4	14.7 MB
167 2020 Amazon ElastiCache - Usage Example Features.en.srt	6.1 KB
167 2020 Amazon ElastiCache - Usage Example Features.mp4	27.6 MB
168 2020 Amazon Redshift.en.srt	2.7 KB
168 2020 Amazon Redshift.mp4	18.7 MB
Total files 318