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File	Size
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/001 AWS-Certified-Machine-Learning-Specialty-Preparation.pdf	320.54 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/001 AWS-Housekeeping.pdf	290.58 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/001 AWS-SageMaker-Course-Introduction.pdf	256.43 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/001 Downloadable Resources.html	1.16 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/001 Gap-Analysis.xlsx	9.54 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/002 Introduction.en.srt	4.04 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/002 Introduction.mp4	14.75 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/003 2020 - Overview - AWS Machine Learning Specialty Exam.en.srt	10.52 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/003 2020 - Overview - AWS Machine Learning Specialty Exam.mp4	70.23 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/004 2020 Exam - Gap Analysis.html	1.90 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/005 2020 Preparation - AWS Machine Learning Specialty Exam.en.srt	5.45 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/005 2020 Preparation - AWS Machine Learning Specialty Exam.mp4	28.29 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/006 2020 AWS Account Setup Free Tier Offers Billing Support.en.srt	7.31 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/006 2020 AWS Account Setup Free Tier Offers Billing Support.mp4	55.40 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/007 2020 Billing Alerts Delegate Access.en.srt	8.31 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/007 2020 Billing Alerts Delegate Access.mp4	56.96 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/008 2020 Configure IAM Users Setup Command Line Interface (CLI).en.srt	11.15 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/008 2020 Configure IAM Users Setup Command Line Interface (CLI).mp4	84.63 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/009 E8-AWSTop6ReasonsCloudComputing.pdf	105.41 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/009 Six Advantages of Cloud Computing.en.srt	8.67 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/009 Six Advantages of Cloud Computing.mp4	30.31 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/010 AWS Global Infrastructure Overview.en.srt	8.25 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/010 AWS Global Infrastructure Overview.mp4	40.07 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/01 Introduction and Housekeeping/011 Security is Job Zero AWS Public Sector Summit E6 by Steve Schmidt.html	1.13 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/02 SageMaker Housekeeping/012 AWS-Introduction-ML-Concepts.pdf	266.86 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/02 SageMaker Housekeeping/012 Downloadable Resources.html	1.04 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/02 SageMaker Housekeeping/012 SourceCode-and-Data-Setup.pdf	179.38 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/02 SageMaker Housekeeping/012 usa-airpassengers-numeric.xlsx	59.80 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/02 SageMaker Housekeeping/013 Demo - S3 Bucket Setup.en.srt	2.94 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/02 SageMaker Housekeeping/013 Demo - S3 Bucket Setup.mp4	20.58 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/02 SageMaker Housekeeping/014 Demo - Setup SageMaker Notebook Instance.en.srt	6.89 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/02 SageMaker Housekeeping/014 Demo - Setup SageMaker Notebook Instance.mp4	41.93 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/02 SageMaker Housekeeping/015 E9 Demo - Source Code and Data Setup.en.srt	4.29 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/02 SageMaker Housekeeping/015 E9 Demo - Source Code and Data Setup.mp4	33.31 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/02 SageMaker Housekeeping/016 2020 SageMaker Console looks different from the course videos - Why.html	2.41 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/02 SageMaker Housekeeping/017 2020 How to download Kaggle data with code.html	1.50 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/03 E9 Machine Learning Concepts/018 E9 Introduction to Machine Learning Concepts Terminologies.en.srt	11.31 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/03 E9 Machine Learning Concepts/018 E9 Introduction to Machine Learning Concepts Terminologies.mp4	70.18 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/03 E9 Machine Learning Concepts/019 E9 Data Types - How to handle mixed data types.en.srt	13.61 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/03 E9 Machine Learning Concepts/019 E9 Data Types - How to handle mixed data types.mp4	101.93 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/03 E9 Machine Learning Concepts/020 E9 Introduction to Python Notebook Environment.en.srt	9.76 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/03 E9 Machine Learning Concepts/020 E9 Introduction to Python Notebook Environment.mp4	85.56 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/03 E9 Machine Learning Concepts/021 E9 Introduction to working with Missing Data.en.srt	8.89 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/03 E9 Machine Learning Concepts/021 E9 Introduction to working with Missing Data.mp4	81.70 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/03 E9 Machine Learning Concepts/022 E9 Data Visualization - Linear Log Quadratic and More.en.srt	4.41 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/03 E9 Machine Learning Concepts/022 E9 Data Visualization - Linear Log Quadratic and More.mp4	37.79 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/023 Downloadable Resources.html	1.30 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/023 Model-Performance-Evaluation.pdf	207.95 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/024 Introduction.en.srt	3.32 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/024 Introduction.mp4	22.58 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/025 Regression Model Performance.en.srt	8.64 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/025 Regression Model Performance.mp4	86.89 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/026 Binary Classifier Performance.en.srt	7.65 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/026 Binary Classifier Performance.mp4	53.91 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/027 Binary Classifier - Confusion Matrix.en.srt	5.58 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/027 Binary Classifier - Confusion Matrix.mp4	65.28 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/028 Binary Classifier - SKLearn Confusion Matrix.en.srt	2.71 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/028 Binary Classifier - SKLearn Confusion Matrix.mp4	25.78 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/029 Binary Classifier - Metrics Definition.en.srt	3.41 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/029 Binary Classifier - Metrics Definition.mp4	34.71 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/030 Binary Classifier - Metrics Calculation.en.srt	3.86 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/030 Binary Classifier - Metrics Calculation.mp4	35.87 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/031 Question - Why not Model 1.html	2.19 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/032 Binary Classifier - Area Under Curve Metrics.en.srt	8.57 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/032 Binary Classifier - Area Under Curve Metrics.mp4	66.81 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/033 Multiclass Classifier.en.srt	11.00 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/04 E9.7 Model Performance Evaluation/033 Multiclass Classifier.mp4	99.92 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/05 2020 SageMaker Service Overview/034 2020 Downloadable Resources.html	1.35 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/05 2020 SageMaker Service Overview/034 2020.01-AWS-SageMaker-WM.pdf	160.07 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/05 2020 SageMaker Service Overview/034 AWS-SageMaker-Algorithms-and-Frameworks.pdf	678.20 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/05 2020 SageMaker Service Overview/035 Introduction to SageMaker.en.srt	4.74 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/05 2020 SageMaker Service Overview/035 Introduction to SageMaker.mp4	26.79 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/05 2020 SageMaker Service Overview/036 Instance Type and Pricing.en.srt	9.95 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/05 2020 SageMaker Service Overview/036 Instance Type and Pricing.mp4	54.61 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/05 2020 SageMaker Service Overview/037 DataFormat.en.srt	10.31 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/05 2020 SageMaker Service Overview/037 DataFormat.mp4	93.17 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/05 2020 SageMaker Service Overview/038 2020 SageMaker Built-in Algorithms.en.srt	9.98 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/05 2020 SageMaker Service Overview/038 2020 SageMaker Built-in Algorithms.mp4	58.51 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/05 2020 SageMaker Service Overview/039 2020 Popular Frameworks and Bring Your Own Algorithm.en.srt	6.27 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/05 2020 SageMaker Service Overview/039 2020 Popular Frameworks and Bring Your Own Algorithm.mp4	28.62 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/040 E9 Downloadable Resources.html	974.00 B
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/040 XGBoost-WM.pdf	568.75 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/041 E9 Introduction to XGBoost.en.srt	9.75 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/041 E9 Introduction to XGBoost.mp4	68.66 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/042 E9 Lab - Data Preparation Simple Regression.en.srt	5.03 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/042 E9 Lab - Data Preparation Simple Regression.mp4	27.13 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/043 QA - XGBoost Install Taking Too Long - How to Fix.html	1.75 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/044 E9 Lab - Training Simple Regression.en.srt	12.19 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/044 E9 Lab - Training Simple Regression.mp4	83.68 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/045 E9 Lab - Data Preparation Non-linear Data set.en.srt	2.39 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/045 E9 Lab - Data Preparation Non-linear Data set.mp4	13.73 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/046 E9 Lab - Training Non-linear Data set.en.srt	4.77 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/046 E9 Lab - Training Non-linear Data set.mp4	33.14 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/047 Exercise - Improving quality of predictions.html	1.19 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/048 E9 Lab - Data Preparation Bike Rental Regression.en.srt	9.12 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/048 E9 Lab - Data Preparation Bike Rental Regression.mp4	58.15 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/049 E9 Lab - Train Bike Rental Regression Model.en.srt	6.09 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/049 E9 Lab - Train Bike Rental Regression Model.mp4	44.90 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/050 E9 Lab - Train using Log of Count.en.srt	4.64 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/050 E9 Lab - Train using Log of Count.mp4	33.04 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/051 ResourceLimitExceeded Error - How to Increase Resource Limit.html	2.29 kB
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.en.srt	7.33 kB
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.mp4	57.75 MB
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.en.srt	5.04 kB
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.mp4	29.13 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/054 Additional Integration Scenarios and Examples.html	1.08 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/055 E9 SageMaker Endpoint Features.en.srt	5.88 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/055 E9 SageMaker Endpoint Features.mp4	29.11 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/056 E9 Lab - Multi-class Classification.en.srt	5.89 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/056 E9 Lab - Multi-class Classification.mp4	40.37 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/057 E9 Lab - Binary Classification.en.srt	5.39 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/057 E9 Lab - Binary Classification.mp4	46.50 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/058 E9 Exercise - Improve Data Quality in Diabetes dataset.html	1.39 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/059 2020 - Question on Diabetes Data Quality Improvement.html	1.70 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/060 E9 XGBoost HyperParameters and Tuning.en.srt	12.11 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/060 E9 XGBoost HyperParameters and Tuning.mp4	54.01 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/06 E9 XGBoost - Gradient Boosted Trees/061 E9 Exercise - Mushroom Classification.html	1.67 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/062 Normalization and Standardization.html	2.18 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/063 AWS-SageMakerPCA-WM.pdf	118.68 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/063 Downloadable Resources.html	1.11 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/064 Introduction to Principal Component Analysis (PCA).en.srt	7.07 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/064 Introduction to Principal Component Analysis (PCA).mp4	52.59 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/065 PCA Demo Overview.en.srt	1.51 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/065 PCA Demo Overview.mp4	5.09 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/066 Demo - PCA with Random Dataset.en.srt	4.14 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/066 Demo - PCA with Random Dataset.mp4	26.63 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/067 Demo - PCA with Correlated Dataset.en.srt	6.21 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/067 Demo - PCA with Correlated Dataset.mp4	47.19 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/068 Cleanup Resources on SageMaker.html	1.73 kB
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.en.srt	4.46 kB
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.mp4	32.79 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/070 Demo - PCA Local Mode with Kaggle Bike Train.en.srt	3.17 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/070 Demo - PCA Local Mode with Kaggle Bike Train.mp4	30.47 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/071 Demo - PCA training with SageMaker.en.srt	4.45 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/071 Demo - PCA training with SageMaker.mp4	38.75 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/072 Demo - PCA Projection with SageMaker.en.srt	2.47 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/072 Demo - PCA Projection with SageMaker.mp4	24.31 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/073 Exercise Kaggle Bike Train and PCA.html	1.56 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/074 Summary.en.srt	1.67 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/07 SageMaker - Principal Component Analysis (PCA)/074 Summary.mp4	6.69 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/08 SageMaker - Factorization Machines/075 2.AWS-SageMakerFactorizationMachine-WM.pdf	133.81 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/08 SageMaker - Factorization Machines/075 Downloadable Resources.html	1.13 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/08 SageMaker - Factorization Machines/076 Introduction to Factorization Machines.en.srt	6.93 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/08 SageMaker - Factorization Machines/076 Introduction to Factorization Machines.mp4	36.08 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/08 SageMaker - Factorization Machines/077 MovieLens Dataset.html	1.11 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/08 SageMaker - Factorization Machines/078 Demo - Movie Recommender Data Preparation.en.srt	11.87 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/08 SageMaker - Factorization Machines/078 Demo - Movie Recommender Data Preparation.mp4	90.70 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/08 SageMaker - Factorization Machines/079 Demo - Movie Recommender Model Training.en.srt	6.51 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/08 SageMaker - Factorization Machines/079 Demo - Movie Recommender Model Training.mp4	49.04 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/08 SageMaker - Factorization Machines/080 Demo - Movie Predictions By User.en.srt	8.32 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/08 SageMaker - Factorization Machines/080 Demo - Movie Predictions By User.mp4	68.99 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/081 AWS-SageMakerDeepAR-WM.pdf	175.95 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/081 Downloadable Resources.html	1.11 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/082 Introduction to DeepAR Time Series Forecasting.en.srt	10.44 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/082 Introduction to DeepAR Time Series Forecasting.mp4	75.79 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/083 DeepAR Training and Inference Formats.en.srt	10.80 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/083 DeepAR Training and Inference Formats.mp4	89.41 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/084 Working with Time Series Data Handling Missing Values.en.srt	9.47 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/084 Working with Time Series Data Handling Missing Values.mp4	65.92 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/085 Demo - Bike Rental as Time Series Forecasting Problem.en.srt	10.79 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/085 Demo - Bike Rental as Time Series Forecasting Problem.mp4	104.98 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/086 Demo - Bike Rental Model Training.en.srt	7.68 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/086 Demo - Bike Rental Model Training.mp4	77.27 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/087 Demo - Bike Rental Prediction.en.srt	5.07 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/087 Demo - Bike Rental Prediction.mp4	48.61 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/088 Demo - DeepAR Categories.en.srt	6.14 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/088 Demo - DeepAR Categories.mp4	64.56 MB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/089 Demo - DeepAR Dynamic Features Data Preparation.en.srt	6.63 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/089 Demo - DeepAR Dynamic Features Data Preparation.mp4	67.57 MB
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2020 AWS SageMaker, AI and Machine Learning - With Python/09 SageMaker - DeepAR Time Series Forecasting/092 Question How to train a model for different products using DeepAR.html	2.59 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/10 E9 Integration Options for Model Endpoint/093 AWS-SageMaker-Integration.pdf	116.65 kB
2020 AWS SageMaker, AI and Machine Learning - With Python/10 E9 Integration Options for Model Endpoint/093 Downloadable Resources.html	1,008.00 B
2020 AWS SageMaker, AI and Machine Learning - With Python/10 E9 Integration Options for Model Endpoint/093 Local-Machine-Housekeeping.pdf	200.92 kB
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2020 AWS SageMaker, AI and Machine Learning - With Python/10 E9 Integration Options for Model Endpoint/096 Local-Machine-Housekeeping.pdf	200.92 kB
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2020 AWS SageMaker, AI and Machine Learning - With Python/11 E9 SageMaker HyperParameter Tuning/102 AWS-SageMaker-Hyperparameter-Tuning.pdf	71.00 kB
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2020 AWS SageMaker, AI and Machine Learning - With Python/11 E9 SageMaker HyperParameter Tuning/103 Introduction to Hyperparameter Tuning.en.srt	6.62 kB
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2020 AWS SageMaker, AI and Machine Learning - With Python/15 2020 Storage for Servers/154 AWS-Storage.pdf	923.72 kB
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Description

⚡️⚡️For More Udemy Courses Visit 👉🏻 https://coursedrive.org

2020 AWS SageMaker, AI and Machine Learning Specialty Exam

Complete Guide to AWS Certified Machine Learning - Specialty and Practice Test

What you'll learn

• Learn AWS Machine Learning algorithms, Predictive Quality assessment, Model Optimization
• Integrate predictive models with your application using simple and secure APIs
• Convert your ideas into highly scalable products in days
• Practice test and resources to gain AWS Certified Machine Learning - Specialty Certification

Requirements

• Familiarity with Python
• AWS Account - I will walk through steps to setup one
• Basic knowledge of Pandas, Numpy, Matplotlib
• Be an active learner and use course discussion forum if you need help - Please don't put help needed items in course review

Description

Learn about cloud based machine learning algorithms, how to integrate with your applications and Certification Prep
*** UPDATE APR-2020 Bring Your Own Algorithm - We take a behind the scene look at the SageMaker Training and Hosting Infrastructure for your own algorithms. With Labs ***
*** UPDATE FEB-2020 Subtitles and Closed Caption Available - I spent several hours cleaning and editing manually for an accurate subtitle ***
*** UPDATE JAN-2020 Timed Practice Test and additional lectures for Exam Preparation added
For Practice Test, look for the section: 2020 Practice Exam - AWS Certified Machine Learning Specialty
For exam overview, gap analysis and preparation strategy, look for 2020 - Overview - AWS Machine Learning Specialty Exam
***
*** UPDATE DEC-2019 Third update for this month!!! AWS Certified Machine Learning Specialty Exam Overview and Preparation Strategies lectures added to the course! Timed Practice Exam is coming soon!
Also added, two new lectures that gives an overview of all SageMaker Built-in Algorithms, Frameworks and Bring-Your-Own Algorithm Supports
Look for lectures starting with 2020
***
*** UPDATE DEC-2019. In the Neural Network and Deep Learning section, we will look at the core concepts behind neural networks, why deep learning is popular these days, different network architectures and hands-on labs to build models using Keras, TensorFlow, Apache MxNet: 2020 Deep Learning and Neural Networks
***
*** UPDATE DEC-2019. New reference architecture section with hands-on lab that demonstrates how to build a data lake solution using AWS Services and the best practices: 2020 AWS S3 Data Lake Architecture. This topic covers essential services and how they work together for a cohesive solution. Covers critical topics like S3, Athena, Glue, Kinesis, Security, Optimization, Monitoring and more.
***
*** UPDATE NOV-2019. AWS Artificial Intelligence material is now live!
Within a few minutes, you will learn about algorithms for sophisticated facial recognition systems, sentiment analysis, conversational interfaces with speech and text and much more.
***
*** UPDATE OCT-2019. New XGBoost Lectures, Labs, do-it-yourself exercises, quizzes, Autoscaling, high availability, Monitoring, security, and lots of good stuff
*** UPDATE MAY-2019. 1. Model endpoint integration with hands-on-labs for (Direct Client, Microservice, API Gateway). 2. Hyperparameter Tuning - Learn how to automatically tune hyperparameters ***
*** UPDATE MARCH-12-2019. I came to know that new accounts are not able to use AWSML Service. AWS is asking new users to use SageMaker Service.
I have restructured the course to start with SageMaker Lectures First. Machine Learning Service Lectures are still available in the later parts of the course. Newly updated sections start with 2019 prefix.
All source code for SageMaker Course is now available on Github
The new house keeping lectures cover all the steps for setting up code from GitHub.
***

*** SageMaker Lectures - DeepAR - Time Series Forecasting, XGBoost - Gradient Boosted Tree algorithm in-depth with hands-on. XGBoost has won several competitions and is a very popular Regression and Classification Algorithm, Factorization Machine based Recommender Systems and PCA for dimensionality reduction ***
Benefits
There are several courses on Machine Learning and AI. What is unique about this course?
Here are the top reasons:
1. Cloud-based machine learning keeps you focused on the current best practices.
2. In this course, you will learn the most useful algorithms. Don’t waste your time sifting through mountains of techniques that are in the wild
4. Cloud-based service is straightforward to integrate with your application and has support for a wide variety of programming languages.
5. Whether you have small data or big data, the elastic nature of the AWS cloud allows you to handle them all.
6. There is also No upfront cost or commitment – Pay only for what you need and use
Hands-on Labs
In this course, you will learn with hands-on labs and work on exciting and challenging problems
What exactly will you learn in this course?
Here are the things that you will learn in this course:
AWS SageMaker
* You will learn how to deploy a Notebook instance on the AWS Cloud.
* You will gain insight into algorithms provided by SageMaker service
* Learn how to train, optimize and deploy your models
AI Services
In the AI Services section of this course,
* You will learn about a set of pre-trained services that you can directly integrate with your application.
* Within a few minutes, you can build image and video analysis applications – like face recognition
* You can develop solutions for natural language processing, like finding sentiment, text translation, and conversational chatbots.
Integration
* Learning algorithms is one part of the story - You need to know how to integrate the trained models in your application.
* You will learn how to host your models, scale on-demand, handle failures
* Provide a clean interface for the applications using Lambda and API Gateway
Data Lake
* Data management is one of the most complex and time-consuming activities when working on machine learning projects.
* With AWS, you have a variety of powerful tools for ingesting, cataloging, transforming, securing, visualization of your data assets.
* We will build a data lake solution in this course.
Machine Learning Certification
* If you are planning to get AWS Machine Learning Specialty Certification, you will find all the resources that you need to pass the exam in this course.
* Timed Practice Exam and Quizzes
Source Code
* The source code for this course available on Git and that ensures you always get the latest code
Ideal Student
* The ideal student for this course is willing to learn, participate in the course Q&A forum when you need help, and you need to be comfortable coding in Python.
Author
My name is Chandra Lingam, and I am the instructor for this course.
I have over 50,000 thousand students
I spend a considerable amount of time keeping myself up-to-date and teach cloud technologies from the basics.
I have the following AWS Certifications: Solutions Architect, Developer, SysOps, Solutions Architect Professional, Machine Learning Specialty.
I am looking forward to meeting you.
Thank you!

Who this course is for:

• This course is designed for anyone who is interested in AWS cloud based machine learning and data science
• AWS Certified Machine Learning - Specialty Preparation