2020 AWS SageMaker, AI and Machine Learning - With Python/11 E9 SageMaker HyperParameter Tuning/104 Lab Tuning Movie Rating Factorization Machine Recommender System.mp4154.01MB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/002 Introduction.mp414.75MB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/003 2020 - Overview - AWS Machine Learning Specialty Exam.mp470.23MB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/005 2020 Preparation - AWS Machine Learning Specialty Exam.mp428.29MB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/006 2020 AWS Account Setup Free Tier Offers Billing Support.mp455.4MB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/007 2020 Billing Alerts Delegate Access.mp456.96MB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/008 2020 Configure IAM Users Setup Command Line Interface (CLI).mp484.63MB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/009 Six Advantages of Cloud Computing.mp430.31MB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/010 AWS Global Infrastructure Overview.mp440.07MB
2020 AWS SageMaker, AI and Machine Learning - With Python/02 SageMaker Housekeeping/013 Demo - S3 Bucket Setup.mp420.58MB
2020 AWS SageMaker, AI and Machine Learning - With Python/02 SageMaker Housekeeping/014 Demo - Setup SageMaker Notebook Instance.mp441.93MB
2020 AWS SageMaker, AI and Machine Learning - With Python/02 SageMaker Housekeeping/015 E9 Demo - Source Code and Data Setup.mp433.31MB
2020 AWS SageMaker, AI and Machine Learning - With Python/03 E9 Machine Learning Concepts/018 E9 Introduction to Machine Learning Concepts Terminologies.mp470.18MB
2020 AWS SageMaker, AI and Machine Learning - With Python/03 E9 Machine Learning Concepts/019 E9 Data Types - How to handle mixed data types.mp4101.93MB
2020 AWS SageMaker, AI and Machine Learning - With Python/03 E9 Machine Learning Concepts/020 E9 Introduction to Python Notebook Environment.mp485.56MB
2020 AWS SageMaker, AI and Machine Learning - With Python/03 E9 Machine Learning Concepts/021 E9 Introduction to working with Missing Data.mp481.7MB
2020 AWS SageMaker, AI and Machine Learning - With Python/03 E9 Machine Learning Concepts/022 E9 Data Visualization - Linear Log Quadratic and More.mp437.79MB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/024 Introduction.mp422.58MB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/025 Regression Model Performance.mp486.89MB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/026 Binary Classifier Performance.mp453.91MB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/027 Binary Classifier - Confusion Matrix.mp465.28MB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/028 Binary Classifier - SKLearn Confusion Matrix.mp425.78MB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/029 Binary Classifier - Metrics Definition.mp434.71MB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/030 Binary Classifier - Metrics Calculation.mp435.87MB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/032 Binary Classifier - Area Under Curve Metrics.mp466.81MB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/033 Multiclass Classifier.mp499.92MB
2020 AWS SageMaker, AI and Machine Learning - With Python/05 2020 SageMaker Service Overview/035 Introduction to SageMaker.mp426.79MB
2020 AWS SageMaker, AI and Machine Learning - With Python/05 2020 SageMaker Service Overview/036 Instance Type and Pricing.mp454.61MB
2020 AWS SageMaker, AI and Machine Learning - With Python/05 2020 SageMaker Service Overview/037 DataFormat.mp493.17MB
2020 AWS SageMaker, AI and Machine Learning - With Python/05 2020 SageMaker Service Overview/038 2020 SageMaker Built-in Algorithms.mp458.51MB
2020 AWS SageMaker, AI and Machine Learning - With Python/05 2020 SageMaker Service Overview/039 2020 Popular Frameworks and Bring Your Own Algorithm.mp428.62MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/041 E9 Introduction to XGBoost.mp468.66MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/042 E9 Lab - Data Preparation Simple Regression.mp427.13MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/044 E9 Lab - Training Simple Regression.mp483.68MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/045 E9 Lab - Data Preparation Non-linear Data set.mp413.73MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/046 E9 Lab - Training Non-linear Data set.mp433.14MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/048 E9 Lab - Data Preparation Bike Rental Regression.mp458.15MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/049 E9 Lab - Train Bike Rental Regression Model.mp444.9MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/050 E9 Lab - Train using Log of Count.mp433.04MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/052 E9 Lab - How to train using SageMakers built-in XGBoost Algorithm.mp457.75MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/053 E9 Lab - How to run predictions against an existing SageMaker Endpoint.mp429.13MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/055 E9 SageMaker Endpoint Features.mp429.11MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/056 E9 Lab - Multi-class Classification.mp440.37MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/057 E9 Lab - Binary Classification.mp446.5MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/060 E9 XGBoost HyperParameters and Tuning.mp454.01MB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/064 Introduction to Principal Component Analysis (PCA).mp452.59MB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/065 PCA Demo Overview.mp45.09MB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/066 Demo - PCA with Random Dataset.mp426.63MB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/067 Demo - PCA with Correlated Dataset.mp447.19MB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/069 Demo - PCA with Kaggle Bike Sharing - Overview and Normalization.mp432.79MB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/070 Demo - PCA Local Mode with Kaggle Bike Train.mp430.47MB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/071 Demo - PCA training with SageMaker.mp438.75MB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/072 Demo - PCA Projection with SageMaker.mp424.31MB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/074 Summary.mp46.69MB
2020 AWS SageMaker, AI and Machine Learning - With Python/08 SageMaker - Factorization Machines/076 Introduction to Factorization Machines.mp436.08MB
2020 AWS SageMaker, AI and Machine Learning - With Python/08 SageMaker - Factorization Machines/078 Demo - Movie Recommender Data Preparation.mp490.7MB
2020 AWS SageMaker, AI and Machine Learning - With Python/08 SageMaker - Factorization Machines/079 Demo - Movie Recommender Model Training.mp449.04MB
2020 AWS SageMaker, AI and Machine Learning - With Python/08 SageMaker - Factorization Machines/080 Demo - Movie Predictions By User.mp468.99MB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/082 Introduction to DeepAR Time Series Forecasting.mp475.79MB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/083 DeepAR Training and Inference Formats.mp489.41MB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/084 Working with Time Series Data Handling Missing Values.mp465.92MB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/085 Demo - Bike Rental as Time Series Forecasting Problem.mp4104.98MB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/086 Demo - Bike Rental Model Training.mp477.27MB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/087 Demo - Bike Rental Prediction.mp448.61MB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/088 Demo - DeepAR Categories.mp464.56MB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/089 Demo - DeepAR Dynamic Features Data Preparation.mp467.57MB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/090 Demo - DeepAR Dynamic Features Training and Prediction.mp426.85MB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/091 Summary.mp410.97MB
2020 AWS SageMaker, AI and Machine Learning - With Python/10 E9 Integration Options for Model Endpoint/094 Integration Overview.mp411.74MB
2020 AWS SageMaker, AI and Machine Learning - With Python/10 E9 Integration Options for Model Endpoint/095 Install Python and Boto3 - Local Machine.mp413.64MB
2020 AWS SageMaker, AI and Machine Learning - With Python/10 E9 Integration Options for Model Endpoint/097 Client to Endpoint using SageMaker SDK.mp476.97MB
2020 AWS SageMaker, AI and Machine Learning - With Python/10 E9 Integration Options for Model Endpoint/098 Client to Endpoint using Boto3 SDK.mp438.27MB
2020 AWS SageMaker, AI and Machine Learning - With Python/10 E9 Integration Options for Model Endpoint/099 Microservice - Lambda to Endpoint - Payload.mp423.67MB
2020 AWS SageMaker, AI and Machine Learning - With Python/10 E9 Integration Options for Model Endpoint/100 Microservice - Lambda to Endpoint.mp474.17MB
2020 AWS SageMaker, AI and Machine Learning - With Python/10 E9 Integration Options for Model Endpoint/101 Microservice - API Gateway Lambda to Endpoint.mp484.07MB
2020 AWS SageMaker, AI and Machine Learning - With Python/11 E9 SageMaker HyperParameter Tuning/103 Introduction to Hyperparameter Tuning.mp442.36MB
2020 AWS SageMaker, AI and Machine Learning - With Python/11 E9 SageMaker HyperParameter Tuning/105 Lab Step 2 Tuning Movie Rating Recommender System.mp448.12MB
2020 AWS SageMaker, AI and Machine Learning - With Python/12 2020 Artificial Intelligence (AI) Services/108 1. Introduction.mp424.62MB
2020 AWS SageMaker, AI and Machine Learning - With Python/12 2020 Artificial Intelligence (AI) Services/109 2.1 Amazon Transcribe and Lab.mp432.94MB
2020 AWS SageMaker, AI and Machine Learning - With Python/12 2020 Artificial Intelligence (AI) Services/110 2.2 Amazon Transcribe and Lab.mp447.07MB
2020 AWS SageMaker, AI and Machine Learning - With Python/12 2020 Artificial Intelligence (AI) Services/111 3. Amazon Translate.mp432.74MB
2020 AWS SageMaker, AI and Machine Learning - With Python/12 2020 Artificial Intelligence (AI) Services/113 4.1 Amazon Comprehend.mp439.1MB
2020 AWS SageMaker, AI and Machine Learning - With Python/12 2020 Artificial Intelligence (AI) Services/114 4.2 Amazon Comprehend.mp435.56MB
2020 AWS SageMaker, AI and Machine Learning - With Python/12 2020 Artificial Intelligence (AI) Services/115 4.3 Amazon Comprehend training.mp459.03MB
2020 AWS SageMaker, AI and Machine Learning - With Python/12 2020 Artificial Intelligence (AI) Services/116 5. Amazon Polly.mp425MB
2020 AWS SageMaker, AI and Machine Learning - With Python/12 2020 Artificial Intelligence (AI) Services/117 6. Amazon Lex.mp434.42MB
2020 AWS SageMaker, AI and Machine Learning - With Python/12 2020 Artificial Intelligence (AI) Services/118 7. Amazon Rekognition.mp484.86MB
2020 AWS SageMaker, AI and Machine Learning - With Python/12 2020 Artificial Intelligence (AI) Services/119 8. Amazon Textract Summary.mp428.72MB
2020 AWS SageMaker, AI and Machine Learning - With Python/13 2020 AWS S3 Data Lake Architecture/122 Introduction to Data Lake.mp457.12MB
2020 AWS SageMaker, AI and Machine Learning - With Python/13 2020 AWS S3 Data Lake Architecture/123 Kinesis - Streaming and Batch Processing.mp423.13MB
2020 AWS SageMaker, AI and Machine Learning - With Python/13 2020 AWS S3 Data Lake Architecture/124 Data Formats and Tools for Data Format Conversion.mp450.92MB
2020 AWS SageMaker, AI and Machine Learning - With Python/13 2020 AWS S3 Data Lake Architecture/125 In-Place Analytics and Portfolio of Tools.mp423.24MB
2020 AWS SageMaker, AI and Machine Learning - With Python/13 2020 AWS S3 Data Lake Architecture/126 Monitoring and Optimization.mp432.78MB
2020 AWS SageMaker, AI and Machine Learning - With Python/13 2020 AWS S3 Data Lake Architecture/127 Security and Protection.mp431.63MB
2020 AWS SageMaker, AI and Machine Learning - With Python/13 2020 AWS S3 Data Lake Architecture/128 Lab Glue Data Catalog.mp449.92MB
2020 AWS SageMaker, AI and Machine Learning - With Python/13 2020 AWS S3 Data Lake Architecture/129 Lab - Query with Athena.mp413.3MB
2020 AWS SageMaker, AI and Machine Learning - With Python/13 2020 AWS S3 Data Lake Architecture/130 Lab - Glue ETL - Convert format to Parquet.mp431.29MB
2020 AWS SageMaker, AI and Machine Learning - With Python/13 2020 AWS S3 Data Lake Architecture/131 Lab - Query Amazon Customer Reviews with Athena.mp445.37MB
2020 AWS SageMaker, AI and Machine Learning - With Python/13 2020 AWS S3 Data Lake Architecture/132 Lab Sentiment of the Customer Review.mp447.62MB
2020 AWS SageMaker, AI and Machine Learning - With Python/13 2020 AWS S3 Data Lake Architecture/133 Lab - Query Sentiment of Customer Reviews using Athena.mp432.23MB
2020 AWS SageMaker, AI and Machine Learning - With Python/13 2020 AWS S3 Data Lake Architecture/134 Lab Serverless Customer Review Solution Part 1.mp466.52MB
2020 AWS SageMaker, AI and Machine Learning - With Python/13 2020 AWS S3 Data Lake Architecture/135 Lab Serverless Customer Review Solution Part 2.mp463.45MB
2020 AWS SageMaker, AI and Machine Learning - With Python/14 2020 Deep Learning and Neural Networks/138 Concepts - Gradient Descent Loss Function for Regression.mp468.44MB
2020 AWS SageMaker, AI and Machine Learning - With Python/14 2020 Deep Learning and Neural Networks/139 Concepts - Gradient Descent Loss Function for Classification.mp460.84MB
2020 AWS SageMaker, AI and Machine Learning - With Python/14 2020 Deep Learning and Neural Networks/140 Neural Networks and Deep Learning.mp444.84MB
2020 AWS SageMaker, AI and Machine Learning - With Python/14 2020 Deep Learning and Neural Networks/145 Lab - Regression with SKLearn Neural Network.mp450.68MB
2020 AWS SageMaker, AI and Machine Learning - With Python/14 2020 Deep Learning and Neural Networks/146 Lab - Regression with Keras and TensorFlow.mp459.1MB
2020 AWS SageMaker, AI and Machine Learning - With Python/14 2020 Deep Learning and Neural Networks/147 Lab - Binary Classification - Part 1- Customer Churn Prediction.mp451.68MB
2020 AWS SageMaker, AI and Machine Learning - With Python/14 2020 Deep Learning and Neural Networks/148 Lab - Binary Classification - Part 2 - Customer Churn Prediction.mp452.98MB
2020 AWS SageMaker, AI and Machine Learning - With Python/14 2020 Deep Learning and Neural Networks/149 Lab - Multiclass Classification - Iris.mp436.19MB
2020 AWS SageMaker, AI and Machine Learning - With Python/15 2020 Storage for Servers/155 2020 Introduction to Storage.mp440.96MB
2020 AWS SageMaker, AI and Machine Learning - With Python/15 2020 Storage for Servers/156 2020 Elastic Block Store (EBS).mp473.83MB
2020 AWS SageMaker, AI and Machine Learning - With Python/15 2020 Storage for Servers/157 2020 Elastic File System FSx for Windows FSx for Lustre.mp425.41MB
2020 AWS SageMaker, AI and Machine Learning - With Python/16 2020 AWS - Support Plans and Feedback/160 How to contact AWS for Production Support.mp436.98MB
2020 AWS SageMaker, AI and Machine Learning - With Python/17 2020 Databases on AWS/162 2020 AWS Databases - Introduction Benefits and Types.mp449.6MB
2020 AWS SageMaker, AI and Machine Learning - With Python/17 2020 Databases on AWS/163 2020 Relational Database Service (RDS) - Features and Benefits.mp464.66MB
2020 AWS SageMaker, AI and Machine Learning - With Python/17 2020 Databases on AWS/164 2020 Aurora and Aurora Serverless Relational Database.mp421.91MB
2020 AWS SageMaker, AI and Machine Learning - With Python/17 2020 Databases on AWS/165 2020 DynamoDB - Primary Key Partitions and Features.mp438.29MB
2020 AWS SageMaker, AI and Machine Learning - With Python/17 2020 Databases on AWS/166 2020 Cassandra and DocumentDB.mp413.98MB
2020 AWS SageMaker, AI and Machine Learning - With Python/17 2020 Databases on AWS/167 2020 Amazon ElastiCache - Usage Example Features.mp426.36MB
2020 AWS SageMaker, AI and Machine Learning - With Python/17 2020 Databases on AWS/168 2020 Amazon Redshift.mp417.79MB