FreeCourseSite com Udemy 2023 Become AWS SageMaker ML Engineer in 30 Days ChatGPT

FreeCourseSite com Udemy 2023 Become AWS SageMaker ML Engineer in 30 Days ChatGPT

Name	[FreeCourseSite.com] Udemy - 2023 Become AWS SageMaker ML Engineer in 30 Days + ChatGPT	DOWNLOAD Copy Link
Total Size	20.6 GB
Total Files	969
Last Seen	2024-07-05 23:38
Hash	41BFD494AE2E72B9887DC14C33D13BC90332A708

/0. Websites you may like/
[CourseClub.Me].url	0.1 KB
[FreeCourseSite.com].url	0.1 KB
[GigaCourse.Com].url	0.0 KB
/01 - Introduction/
001 Welcome To the Course!.mp4	31.7 MB
001 Welcome To the Course!_en.srt	2.0 KB
/02 - PART 1 AWS & ML STARTER PACK!/
001 Welcome to Part 1 AWS and Machine Learning Starter Pack!.html	1.6 KB
/.../0. Websites you may like/
[CourseClub.Me].url	0.1 KB
[FreeCourseSite.com].url	0.1 KB
[GigaCourse.Com].url	0.0 KB
/03 - Day 1 AWS Essentials Starter Pack - Part 1 (SignUp, Free Tier, Billing, & IAM)/
001 Day Welcome Message.mp4	5.5 MB
001 Day Welcome Message_en.srt	1.3 KB
002 AWS-Essentials-Starter-Pack-Part-1.pptx	9.9 MB
002 Please Download Today's Materials.html	0.1 KB
003 What is AWS & Cloud Computing Who Uses them What are their benefits.mp4	157.4 MB
003 What is AWS & Cloud Computing Who Uses them What are their benefits_en.srt	12.0 KB
004 AWS Signup and AWS Management Console Tour.mp4	65.7 MB
004 AWS Signup and AWS Management Console Tour_en.srt	14.1 KB
005 Regions Vs. Availability Zones.mp4	58.3 MB
005 Regions Vs. Availability Zones_en.srt	14.0 KB
006 What's Included in the AWS Free Tier.mp4	61.2 MB
006 What's Included in the AWS Free Tier_en.srt	11.1 KB
007 Billing Dashboard and Alarm Setup.mp4	54.4 MB
007 Billing Dashboard and Alarm Setup_en.srt	13.4 KB
008 Request Service Limit Increase.mp4	51.3 MB
008 Request Service Limit Increase_en.srt	10.1 KB
009 Identity and Access Management (IAM) & Multifactor Authentication (MFA).mp4	159.9 MB
009 Identity and Access Management (IAM) & Multifactor Authentication (MFA)_en.srt	30.3 KB
010 Day End Message.mp4	2.1 MB
010 Day End Message_en.srt	0.6 KB
/04 - Day 2 AWS Essentials Starter Pack - Part 2 (AI, ML, DL, DS, S3, & EC2)/
001 Day Welcome Message.mp4	6.3 MB
001 Day Welcome Message_en.srt	1.6 KB
002 AWS-Essentials-Starter-Pack-Part-2.zip	11.8 MB
002 Please Download Today's Materials.html	0.1 KB
003 Artificial Intelligence (AI) Vs. Machine Learning (ML) Vs. Deep Learning (DL).mp4	266.6 MB
003 Artificial Intelligence (AI) Vs. Machine Learning (ML) Vs. Deep Learning (DL)_en.srt	20.3 KB
004 Machine Learning The Big Picture.mp4	150.5 MB
004 Machine Learning The Big Picture_en.srt	15.4 KB
005 Key Ingredients to Build Machine Learning Models.mp4	258.2 MB
005 Key Ingredients to Build Machine Learning Models_en.srt	19.4 KB
006 Key AIML Components in AWS.mp4	39.2 MB
006 Key AIML Components in AWS_en.srt	8.7 KB
007 Simple Storage Service (S3) Deep Dive & Demo.mp4	45.1 MB
007 Simple Storage Service (S3) Deep Dive & Demo_en.srt	21.4 KB
008 Elastic Compute Cloud (EC2) Deep Dive & Demo.mp4	114.8 MB
008 Elastic Compute Cloud (EC2) Deep Dive & Demo_en.srt	22.9 KB
009 Day End Message.mp4	1.8 MB
009 Day End Message_en.srt	0.6 KB
/05 - Day 3 AWS Essentials Starter Pack - Part 3 (Amazon SageMaker)/
001 Day Welcome Message.mp4	6.5 MB
001 Day Welcome Message_en.srt	1.6 KB
002 AWS-Essentials-Starter-Pack-Part-3.zip	11.8 MB
002 Please Download Today's Materials.html	0.2 KB
003 Intro to SageMaker.mp4	179.2 MB
003 Intro to SageMaker_en.srt	18.7 KB
004 SageMaker Demo 1 - Walkthrough & Create Notebook instance.mp4	78.3 MB
004 SageMaker Demo 1 - Walkthrough & Create Notebook instance_en.srt	18.8 KB
005 SageMaker Demo 2 - Write your first code.mp4	44.8 MB
005 SageMaker Demo 2 - Write your first code_en.srt	16.2 KB
006 SageMaker Demo 3 - AWS Marketplace (Yolo V3 Object Detector).mp4	77.6 MB
006 SageMaker Demo 3 - AWS Marketplace (Yolo V3 Object Detector)_en.srt	12.5 KB
007 SageMaker Demo 4 - SageMaker Studio 101.mp4	90.4 MB
007 SageMaker Demo 4 - SageMaker Studio 101_en.srt	22.7 KB
008 SageMaker Demo 5 - SageMaker Canvas 101.mp4	53.9 MB
008 SageMaker Demo 5 - SageMaker Canvas 101_en.srt	13.6 KB
009 SageMaker Demo 6 - Upload data to S3.mp4	31.9 MB
009 SageMaker Demo 6 - Upload data to S3_en.srt	9.7 KB
010 SageMaker Demo 7 - Train Machine Learning Model.mp4	42.5 MB
010 SageMaker Demo 7 - Train Machine Learning Model_en.srt	11.7 KB
011 Final Capstone Project Question.mp4	12.4 MB
011 Final Capstone Project Question_en.srt	3.1 KB
012 Final Capstone Project Solution.mp4	35.9 MB
012 Final Capstone Project Solution_en.srt	11.1 KB
013 Shutdown Canvas.mp4	2.0 MB
013 Shutdown Canvas_en.srt	1.5 KB
014 Day End Message.mp4	2.0 MB
014 Day End Message_en.srt	0.7 KB
/06 - PART 2 DATA LABELING IN AWS/
001 Welcome to Part 2 on Data Labeling in AWS.html	0.9 KB
/07 - Day 4 Labeling Data With AWS SageMaker GroundTruth/
001 Day Welcome Message.mp4	7.6 MB
001 Day Welcome Message_en.srt	1.9 KB
002 Labeling-Images-in-SageMaker-GroundTruth.zip	10.5 MB
002 Please Download Today's Materials.html	0.3 KB
003 Project Overview and AWS Groundtruth.mp4	57.0 MB
003 Project Overview and AWS Groundtruth_en.srt	15.7 KB
004 21st Century New Gold!.mp4	41.4 MB
004 21st Century New Gold!_en.srt	10.5 KB
005 Data Sources and Types.mp4	220.7 MB
005 Data Sources and Types_en.srt	18.9 KB
006 Why Do We Need Labeled Datasets.mp4	69.2 MB
006 Why Do We Need Labeled Datasets_en.srt	10.7 KB
007 Data Labeling Challenges and Applications.mp4	16.9 MB
007 Data Labeling Challenges and Applications_en.srt	5.7 KB
008 Json Lines and Manifest Files 101.mp4	65.1 MB
008 Json Lines and Manifest Files 101_en.srt	5.9 KB
009 AWS SageMaker GroundTruth Demo Part 1.mp4	104.2 MB
009 AWS SageMaker GroundTruth Demo Part 1_en.srt	20.7 KB
010 AWS SageMaker GroundTruth Demo Part 2.mp4	107.7 MB
010 AWS SageMaker GroundTruth Demo Part 2_en.srt	24.9 KB
011 Final Capstone Project - Question.mp4	16.3 MB
011 Final Capstone Project - Question_en.srt	3.1 KB
012 Final Capstone Project - Solution.mp4	65.8 MB
012 Final Capstone Project - Solution_en.srt	15.6 KB
013 Additional Topic GroundTruth Plus and Auto-Labeling.mp4	43.3 MB
013 Additional Topic GroundTruth Plus and Auto-Labeling_en.srt	9.9 KB
014 Day End Message.mp4	2.4 MB
014 Day End Message_en.srt	0.7 KB
/08 - Day 5 Labeling Text, Bounding Boxes, and Semantic Segmentation in GroundTruth/
001 Day Welcome Message.mp4	6.0 MB
001 Day Welcome Message_en.srt	1.5 KB
002 Please Download Today's Materials.html	0.3 KB
002 Text-Bounding-Boxes-Semantic-Labeling.zip	14.9 MB
003 Introduction and Project Overview.mp4	27.2 MB
003 Introduction and Project Overview_en.srt	9.9 KB
004 Labeling Text Data in SageMaker GroundTruth - Demo Part #1.mp4	56.0 MB
004 Labeling Text Data in SageMaker GroundTruth - Demo Part #1_en.srt	14.3 KB
005 Labeling Text Data in SageMaker GroundTruth - Demo Part #2.mp4	12.0 MB
005 Labeling Text Data in SageMaker GroundTruth - Demo Part #2_en.srt	7.5 KB
006 Labeling Text Data in SageMaker GroundTruth - Demo Part #3.mp4	32.8 MB
006 Labeling Text Data in SageMaker GroundTruth - Demo Part #3_en.srt	8.4 KB
007 Semantic Segmentation in Groundtruth Demo #1.mp4	66.0 MB
007 Semantic Segmentation in Groundtruth Demo #1_en.srt	12.8 KB
008 Semantic Segmentation in Groundtruth Demo #2.mp4	57.3 MB
008 Semantic Segmentation in Groundtruth Demo #2_en.srt	10.7 KB
009 SageMaker GroundTruth Pricing.mp4	66.5 MB
009 SageMaker GroundTruth Pricing_en.srt	12.1 KB
010 Practice Opportunity - GroundTruth Pricing.mp4	29.9 MB
010 Practice Opportunity - GroundTruth Pricing_en.srt	6.3 KB
011 Final Capstone Project - Question.mp4	6.7 MB
011 Final Capstone Project - Question_en.srt	2.5 KB
012 Final Capstone Project - Solution.mp4	37.9 MB
012 Final Capstone Project - Solution_en.srt	17.1 KB
013 Day End Message.mp4	2.0 MB
013 Day End Message_en.srt	0.5 KB
/09 - PART 3 EXPLORATORY DATA ANALYSIS/
001 Welcome to Part 3 on Exploratory Data Analysis (EDA).html	1.9 KB
/10 - Day 6 Exploratory Data Analysis (EDA) Part #1 - Crash Course on Pandas/
001 Day Welcome Message.mp4	7.1 MB
001 Day Welcome Message_en.srt	1.6 KB
002 EDA-Part-1-Crash-Course-Pandas.zip	3.4 MB
002 Please Download Today's Materials.html	0.2 KB
003 Exploratory Data Analysis (EDA) 101.mp4	103.4 MB
003 Exploratory Data Analysis (EDA) 101_en.srt	10.9 KB
004 Project Overview - EDA with Pandas.mp4	16.7 MB
004 Project Overview - EDA with Pandas_en.srt	4.9 KB
005 Jupyter Notebooks and SageMaker Studio Setup.mp4	90.6 MB
005 Jupyter Notebooks and SageMaker Studio Setup_en.srt	10.8 KB
006 Coding Task 1 - Define Pandas DataFrame.mp4	41.6 MB
006 Coding Task 1 - Define Pandas DataFrame_en.srt	14.4 KB
007 Practice Opportunity 1.mp4	51.6 MB
007 Practice Opportunity 1_en.srt	16.1 KB
008 Coding Task 2 - Load CSV and Statistical Analysis.mp4	21.7 MB
008 Coding Task 2 - Load CSV and Statistical Analysis_en.srt	7.7 KB
009 Practice Opportunity 2.mp4	25.3 MB
009 Practice Opportunity 2_en.srt	5.2 KB
010 Coding Task 3 - SetReset Index in Pandas.mp4	28.6 MB
010 Coding Task 3 - SetReset Index in Pandas_en.srt	10.4 KB
011 Practice Opportunity 3.mp4	12.9 MB
011 Practice Opportunity 3_en.srt	4.4 KB
012 Final Capstone Project Question.mp4	30.6 MB
012 Final Capstone Project Question_en.srt	4.9 KB
013 Final Capstone Project Solution.mp4	47.8 MB
013 Final Capstone Project Solution_en.srt	8.5 KB
014 Day End Message.mp4	1.2 MB
014 Day End Message_en.srt	0.4 KB
/11 - Day 7 Exploratory Data Analysis (EDA) - Part #2 - Crash Course on Pandas/
001 Day Welcome Message.mp4	3.7 MB
001 Day Welcome Message_en.srt	0.9 KB
002 EDA-Part-2-Crash-Course-on-Pandas-2.zip	2.1 MB
002 Please Download Today's Materials.html	0.2 KB
003 Project Overview and Key Learning Outcomes.mp4	8.5 MB
003 Project Overview and Key Learning Outcomes_en.srt	2.8 KB
004 Coding Task 1 - Import Datasets.mp4	34.9 MB
004 Coding Task 1 - Import Datasets_en.srt	7.2 KB
005 Practice Opportunity 1.mp4	62.9 MB
005 Practice Opportunity 1_en.srt	10.5 KB
006 Coding Task 2 - Access Elements in Pandas DataFrame.mp4	60.8 MB
006 Coding Task 2 - Access Elements in Pandas DataFrame_en.srt	12.1 KB
007 Practice Opportunity 2.mp4	12.7 MB
007 Practice Opportunity 2_en.srt	6.4 KB
008 Coding Task 3 - Delete and Add Columns.mp4	30.1 MB
008 Coding Task 3 - Delete and Add Columns_en.srt	8.8 KB
009 Practice Opportunity 3.mp4	48.9 MB
009 Practice Opportunity 3_en.srt	7.9 KB
010 Coding Task 4 - Label-based Indexing with .Loc().mp4	43.3 MB
010 Coding Task 4 - Label-based Indexing with .Loc()_en.srt	12.7 KB
011 Practice Opportunity 4.mp4	30.3 MB
011 Practice Opportunity 4_en.srt	4.4 KB
012 Coding Task 5 - Integer-based Indexing with .iLoc().mp4	31.5 MB
012 Coding Task 5 - Integer-based Indexing with .iLoc()_en.srt	8.6 KB
013 Practice Opportunity 5.mp4	26.5 MB
013 Practice Opportunity 5_en.srt	3.8 KB
014 Coding Task 6 - Broadcasting Operation.mp4	23.6 MB
014 Coding Task 6 - Broadcasting Operation_en.srt	7.9 KB
015 Practice Opportunity 6.mp4	21.7 MB
015 Practice Opportunity 6_en.srt	6.3 KB
016 Coding Task 7 - Sorting Pandas DataFrames.mp4	24.6 MB
016 Coding Task 7 - Sorting Pandas DataFrames_en.srt	6.9 KB
017 Practice Opportunity 7.mp4	25.3 MB
017 Practice Opportunity 7_en.srt	4.1 KB
018 Day End Message.mp4	1.4 MB
018 Day End Message_en.srt	0.4 KB
/12 - Day 8 Exploratory Data Analysis (EDA) - Part #3 - Crash Course on Pandas/
001 Day Welcome Message.mp4	3.9 MB
001 Day Welcome Message_en.srt	1.0 KB
002 EDA-Part-3-Crash-Course-on-Pandas-3.zip	2.1 MB
002 Please Download Today's Materials.html	0.2 KB
003 Project Overview and Key Learning Outcomes.mp4	27.2 MB
003 Project Overview and Key Learning Outcomes_en.srt	7.4 KB
004 Coding Task 1 - Import and Explore Dataset.mp4	46.3 MB
004 Coding Task 1 - Import and Explore Dataset_en.srt	13.9 KB
005 Practice Opportunity 1.mp4	21.5 MB
005 Practice Opportunity 1_en.srt	4.0 KB
006 Coding Task 2 - Deal with Missing Dataset.mp4	45.8 MB
006 Coding Task 2 - Deal with Missing Dataset_en.srt	13.6 KB
007 Practice Opportunity 2.mp4	18.9 MB
007 Practice Opportunity 2_en.srt	6.9 KB
008 Coding Task 3 - Change Pandas DataFrame datatypes.mp4	19.4 MB
008 Coding Task 3 - Change Pandas DataFrame datatypes_en.srt	5.5 KB
009 Practice Opportunity 3.mp4	12.7 MB
009 Practice Opportunity 3_en.srt	4.0 KB
010 Coding Task 4 - Pandas and Functions.mp4	45.0 MB
010 Coding Task 4 - Pandas and Functions_en.srt	7.1 KB
011 Practice Opportunity 4.mp4	25.8 MB
011 Practice Opportunity 4_en.srt	7.2 KB
012 Coding Task 5 - Pandas Operations and Filtering.mp4	55.0 MB
012 Coding Task 5 - Pandas Operations and Filtering_en.srt	9.6 KB
013 Practice Opportunity 5.mp4	24.6 MB
013 Practice Opportunity 5_en.srt	4.3 KB
014 Coding Task 6 - Perform EDA on Both Classes.mp4	25.5 MB
014 Coding Task 6 - Perform EDA on Both Classes_en.srt	7.6 KB
015 Practice Opportunity 6.mp4	37.0 MB
015 Practice Opportunity 6_en.srt	6.5 KB
016 Coding Task 7 - Correlations and Histograms.mp4	82.9 MB
016 Coding Task 7 - Correlations and Histograms_en.srt	9.5 KB
017 Practice Opportunity 7.mp4	37.7 MB
017 Practice Opportunity 7_en.srt	5.6 KB
018 Final Capstone Projects - Questions.mp4	16.4 MB
018 Final Capstone Projects - Questions_en.srt	5.6 KB
019 Final Capstone Projects - Solutions.mp4	64.6 MB
019 Final Capstone Projects - Solutions_en.srt	9.0 KB
020 Day End Message.mp4	1.6 MB
020 Day End Message_en.srt	0.5 KB
/.../0. Websites you may like/
[CourseClub.Me].url	0.1 KB
[FreeCourseSite.com].url	0.1 KB
[GigaCourse.Com].url	0.0 KB
/13 - Day 9 Exploratory Data Analysis (EDA) - Part #4 - Data Visualization/
001 Day Welcome Message.mp4	5.5 MB
001 Day Welcome Message_en.srt	1.3 KB
002 Data-Visualization.zip	4.1 MB
002 Please Download Today's Materials.html	0.3 KB
003 Project Overview.mp4	35.3 MB
003 Project Overview_en.srt	9.0 KB
004 Data Visualization 101.mp4	128.1 MB
004 Data Visualization 101_en.srt	9.7 KB
005 Matplotlib Overview.mp4	44.2 MB
005 Matplotlib Overview_en.srt	12.0 KB
006 Seaborn Overview.mp4	77.2 MB
006 Seaborn Overview_en.srt	10.7 KB
007 Coding Task 1 - Plot line plot in Matplotlib.mp4	70.3 MB
007 Coding Task 1 - Plot line plot in Matplotlib_en.srt	13.9 KB
008 Practice Opportunity 1.mp4	17.7 MB
008 Practice Opportunity 1_en.srt	5.5 KB
009 Coding Task 2 - Plot Multiple Line Plots in Matplotlib.mp4	12.2 MB
009 Coding Task 2 - Plot Multiple Line Plots in Matplotlib_en.srt	3.9 KB
010 Practice Opportunity 2.mp4	12.2 MB
010 Practice Opportunity 2_en.srt	3.8 KB
011 Coding Task 3 - Plot Subplots in Matplotlib.mp4	14.3 MB
011 Coding Task 3 - Plot Subplots in Matplotlib_en.srt	4.9 KB
012 Practice Opportunity 3.mp4	21.3 MB
012 Practice Opportunity 3_en.srt	4.2 KB
013 Coding Task 4 - Plot Scatterplots in Matplotlib.mp4	32.8 MB
013 Coding Task 4 - Plot Scatterplots in Matplotlib_en.srt	4.9 KB
014 Practice Opportunity 4.mp4	8.0 MB
014 Practice Opportunity 4_en.srt	3.0 KB
015 Coding Task 5 - Plot Pie Charts in Matplotlib.mp4	27.4 MB
015 Coding Task 5 - Plot Pie Charts in Matplotlib_en.srt	8.4 KB
016 Practice Opportunity 5.mp4	49.8 MB
016 Practice Opportunity 5_en.srt	11.2 KB
017 Coding Task 6 - Plot Histograms in Matplotlib.mp4	24.6 MB
017 Coding Task 6 - Plot Histograms in Matplotlib_en.srt	9.4 KB
018 Practice Opportunity 6.mp4	15.5 MB
018 Practice Opportunity 6_en.srt	5.7 KB
019 Coding Task 7 - Plot Countplot and Scatterplot in Seaborn.mp4	60.5 MB
019 Coding Task 7 - Plot Countplot and Scatterplot in Seaborn_en.srt	11.1 KB
020 Practice Opportunity 7.mp4	6.4 MB
020 Practice Opportunity 7_en.srt	3.6 KB
021 Coding Task 8 - Plot Correlation Heatmaps, Displot and Pairplot.mp4	90.9 MB
021 Coding Task 8 - Plot Correlation Heatmaps, Displot and Pairplot_en.srt	14.1 KB
022 Practice Opportunity 8.mp4	51.8 MB
022 Practice Opportunity 8_en.srt	8.3 KB
023 Final End of Day Capstone Project Questions.mp4	42.6 MB
023 Final End of Day Capstone Project Questions_en.srt	5.4 KB
024 Final End of Day Capstone Project Solutions.mp4	115.6 MB
024 Final End of Day Capstone Project Solutions_en.srt	16.2 KB
025 Day End Message.mp4	1.0 MB
025 Day End Message_en.srt	0.3 KB
/14 - Day 10 Amazon SageMaker Data Wrangler/
001 Day Welcome Message.mp4	6.8 MB
001 Day Welcome Message_en.srt	1.6 KB
002 Data-Wrangler.zip	12.5 MB
002 Please Download Today's Materials.html	0.2 KB
003 Project Overview.mp4	13.0 MB
003 Project Overview_en.srt	4.1 KB
004 Data Wrangler 101.mp4	130.8 MB
004 Data Wrangler 101_en.srt	10.8 KB
005 Feature Engineering 101.mp4	41.3 MB
005 Feature Engineering 101_en.srt	14.4 KB
006 One-Hot Encoding 101.mp4	33.1 MB
006 One-Hot Encoding 101_en.srt	9.7 KB
007 Normalization vs. Standardization (Feature Scaling in Machine Learning).mp4	256.6 MB
007 Normalization vs. Standardization (Feature Scaling in Machine Learning)_en.srt	30.3 KB
008 Data Wrangler Demo 1 - Import Data From S3.mp4	50.7 MB
008 Data Wrangler Demo 1 - Import Data From S3_en.srt	10.0 KB
009 Data Wrangler Demo 2 - Change Datatypes & Generate Summary Table.mp4	49.4 MB
009 Data Wrangler Demo 2 - Change Datatypes & Generate Summary Table_en.srt	11.3 KB
010 Data Wrangler Demo 3 - Data Visualization.mp4	31.3 MB
010 Data Wrangler Demo 3 - Data Visualization_en.srt	8.2 KB
011 Data Wrangler Demo 4 - Bias Report, Remove Duplicates & Feature Importance.mp4	52.3 MB
011 Data Wrangler Demo 4 - Bias Report, Remove Duplicates & Feature Importance_en.srt	12.7 KB
012 Data Wrangler Demo 5 - Data Impute, Handle Missing and 1-Hot Encoding.mp4	63.3 MB
012 Data Wrangler Demo 5 - Data Impute, Handle Missing and 1-Hot Encoding_en.srt	12.5 KB
013 Data Wrangler Demo 6 - Perform Custom and Feature Scaling.mp4	81.1 MB
013 Data Wrangler Demo 6 - Perform Custom and Feature Scaling_en.srt	21.6 KB
014 Data Wrangler Demo 7 - Export Dataflow.mp4	35.7 MB
014 Data Wrangler Demo 7 - Export Dataflow_en.srt	7.5 KB
015 Data Wrangler Demo 8 - Shutdown Resources.mp4	13.8 MB
015 Data Wrangler Demo 8 - Shutdown Resources_en.srt	2.9 KB
016 Final Capstone Project - Questions.mp4	8.9 MB
016 Final Capstone Project - Questions_en.srt	3.4 KB
017 Final Capstone Project - Solutions.mp4	121.6 MB
017 Final Capstone Project - Solutions_en.srt	27.6 KB
018 Day End Message.mp4	1.3 MB
018 Day End Message_en.srt	0.4 KB
/15 - PART 4 MACHINE LEARNING REGRESSION/
001 Welcome to Part 4 on Machine Learning Regression.html	1.1 KB
/16 - Day 11 Simple Linear Regression in Scikit-Learn/
001 Day Welcome Message.mp4	6.7 MB
001 Day Welcome Message_en.srt	1.6 KB
002 Please Download Today's Materials.html	0.4 KB
002 Simple-Linear-Regression-in-SKLearn.zip	3.9 MB
003 Project Overview.mp4	71.6 MB
003 Project Overview_en.srt	7.1 KB
004 Simple Linear Regression 101.mp4	21.6 MB
004 Simple Linear Regression 101_en.srt	10.1 KB
005 Least Sum of Squares.mp4	56.9 MB
005 Least Sum of Squares_en.srt	17.7 KB
006 Scikit-Learn Library Overview.mp4	105.1 MB
006 Scikit-Learn Library Overview_en.srt	11.6 KB
007 Coding Task #1 - Import Libraries and Datasets.mp4	64.3 MB
007 Coding Task #1 - Import Libraries and Datasets_en.srt	12.8 KB
008 Practice Opportunity #1.mp4	13.8 MB
008 Practice Opportunity #1_en.srt	5.6 KB
009 Coding Task #2 - Explore the Data.mp4	11.2 MB
009 Coding Task #2 - Explore the Data_en.srt	5.7 KB
010 Practice Opportunity #2.mp4	27.0 MB
010 Practice Opportunity #2_en.srt	10.4 KB
011 Coding Task #3 - Perform Data Visualization.mp4	52.8 MB
011 Coding Task #3 - Perform Data Visualization_en.srt	11.9 KB
012 Practice Opportunity #3.mp4	12.4 MB
012 Practice Opportunity #3_en.srt	4.7 KB
013 Coding Task #4 - Prepare the Data Before Model Training.mp4	41.7 MB
013 Coding Task #4 - Prepare the Data Before Model Training_en.srt	7.7 KB
014 Practice Opportunity #4.mp4	14.4 MB
014 Practice Opportunity #4_en.srt	5.5 KB
015 Train a Simple Linear Regression Model in SK-Learn.mp4	26.1 MB
015 Train a Simple Linear Regression Model in SK-Learn_en.srt	8.8 KB
016 Practice Opportunity #5.mp4	10.8 MB
016 Practice Opportunity #5_en.srt	4.0 KB
017 Evaluate Trained Model Performance.mp4	23.2 MB
017 Evaluate Trained Model Performance_en.srt	7.1 KB
018 Practice Opportunity #6.mp4	38.5 MB
018 Practice Opportunity #6_en.srt	8.3 KB
019 Final Capstone Project - Questions.mp4	14.6 MB
019 Final Capstone Project - Questions_en.srt	5.4 KB
020 Final Capstone Project - Solution.mp4	49.8 MB
020 Final Capstone Project - Solution_en.srt	19.5 KB
021 Day End Message.mp4	2.3 MB
021 Day End Message_en.srt	0.7 KB
/17 - Day 12 Regression Using AWS SageMaker Linear Learner/
001 Day Welcome Message.mp4	17.4 MB
001 Day Welcome Message_en.srt	1.0 KB
002 Please Download Today's Materials.html	0.3 KB
002 Simple-Linear-Regression-with-AWS-Linear-Learner.zip	2.6 MB
003 Overview of AWS SageMaker Built-in Algorithms.mp4	49.7 MB
003 Overview of AWS SageMaker Built-in Algorithms_en.srt	13.3 KB
004 AWS SageMaker Linear Learner Algorithm Overview.mp4	188.3 MB
004 AWS SageMaker Linear Learner Algorithm Overview_en.srt	21.5 KB
005 Coding Task #1 - Problem Overview.mp4	40.2 MB
005 Coding Task #1 - Problem Overview_en.srt	6.9 KB
006 Practice Opportunity #1.mp4	23.4 MB
006 Practice Opportunity #1_en.srt	4.4 KB
007 Coding Task #2 - Import Libraries and Datasets.mp4	59.3 MB
007 Coding Task #2 - Import Libraries and Datasets_en.srt	9.9 KB
008 Practice Opportunity #2.mp4	55.2 MB
008 Practice Opportunity #2_en.srt	7.7 KB
009 Coding Task #3 - Train a Linear Learner Model in SageMaker.mp4	241.8 MB
009 Coding Task #3 - Train a Linear Learner Model in SageMaker_en.srt	36.0 KB
010 Practice Opportunity #3.mp4	137.4 MB
010 Practice Opportunity #3_en.srt	15.9 KB
011 Coding Task #4 - Deploy Endpoint.mp4	103.9 MB
011 Coding Task #4 - Deploy Endpoint_en.srt	17.1 KB
012 Practice Opportunity #4.mp4	62.7 MB
012 Practice Opportunity #4_en.srt	8.7 KB
013 Final Capstone Project Questions.mp4	14.1 MB
013 Final Capstone Project Questions_en.srt	3.5 KB
014 Final Capstone Project Solution.mp4	95.4 MB
014 Final Capstone Project Solution_en.srt	12.8 KB
015 Day End Message.mp4	1.4 MB
015 Day End Message_en.srt	0.4 KB
/18 - Day 13 Multiple Linear Regression in Scikit-Learn/
001 Day Welcome Message.mp4	5.6 MB
001 Day Welcome Message_en.srt	1.2 KB
002 Multiple-Linear-Regression-in-SKLearn.zip	5.1 MB
002 Please Download Today's Materials.html	0.4 KB
003 Project Overview.mp4	60.2 MB
003 Project Overview_en.srt	6.7 KB
004 Success Stories Price Prediction with AIML.mp4	66.6 MB
004 Success Stories Price Prediction with AIML_en.srt	7.4 KB
005 Multiple Linear Regression 101.mp4	32.9 MB
005 Multiple Linear Regression 101_en.srt	6.0 KB
006 Regression Metrics - Part #1.mp4	50.3 MB
006 Regression Metrics - Part #1_en.srt	18.3 KB
007 Regression Metrics - Part #2.mp4	64.6 MB
007 Regression Metrics - Part #2_en.srt	11.5 KB
008 SageMaker Studio Domain Setup.mp4	13.0 MB
008 SageMaker Studio Domain Setup_en.srt	4.9 KB
009 Coding Task #1 - Import Key LibrariesDatasets.mp4	51.4 MB
009 Coding Task #1 - Import Key LibrariesDatasets_en.srt	15.6 KB
010 Practice Opportunity #1.mp4	23.9 MB
010 Practice Opportunity #1_en.srt	4.5 KB
011 Coding Task #2 - EDA and Data Visualization.mp4	60.9 MB
011 Coding Task #2 - EDA and Data Visualization_en.srt	12.1 KB
012 Practice Opportunity #2.mp4	33.2 MB
012 Practice Opportunity #2_en.srt	7.0 KB
013 Coding Task #3 - EDA and Data Visualization 2.mp4	55.9 MB
013 Coding Task #3 - EDA and Data Visualization 2_en.srt	7.2 KB
014 Practice Opportunity #3.mp4	29.6 MB
014 Practice Opportunity #3_en.srt	5.5 KB
015 Coding Task #4 - Prepare the Data For Model Training.mp4	22.5 MB
015 Coding Task #4 - Prepare the Data For Model Training_en.srt	6.3 KB
016 Practice Opportunity #4.mp4	20.8 MB
016 Practice Opportunity #4_en.srt	4.1 KB
017 Coding Task #5 - Train ML Model in Scikit-Learn.mp4	28.1 MB
017 Coding Task #5 - Train ML Model in Scikit-Learn_en.srt	8.2 KB
018 Practice Opportunity #5.mp4	47.4 MB
018 Practice Opportunity #5_en.srt	7.0 KB
019 Capstone Project Questions.mp4	24.4 MB
019 Capstone Project Questions_en.srt	5.5 KB
020 Capstone Project Solutions.mp4	81.7 MB
020 Capstone Project Solutions_en.srt	11.2 KB
021 Day End Message.mp4	2.2 MB
021 Day End Message_en.srt	0.4 KB
/19 - Day 14 Multiple Linear Regression with AWS SageMaker Linear Learner/
001 Day Welcome Message.mp4	4.9 MB
001 Day Welcome Message_en.srt	1.1 KB
002 Multiple-Linear-Regression-with-SageMaker-Linear-Learner.zip	2.6 MB
002 Please Download Today's Materials.html	0.4 KB
003 Project Card [Skip If Familiar].mp4	12.1 MB
003 Project Card [Skip If Familiar]_en.srt	5.4 KB
004 Coding Task #1 - Notebook Walkthrough Project Overview.mp4	22.8 MB
004 Coding Task #1 - Notebook Walkthrough Project Overview_en.srt	4.2 KB
005 Coding Task #2 - Perform EDA and Visualization.mp4	100.3 MB
005 Coding Task #2 - Perform EDA and Visualization_en.srt	13.8 KB
006 Coding Task #3 - Train a Linear Learner Model in SageMaker (Multiple Regression).mp4	131.7 MB
006 Coding Task #3 - Train a Linear Learner Model in SageMaker (Multiple Regression)_en.srt	18.6 KB
007 Practice Opportunity #1.mp4	56.7 MB
007 Practice Opportunity #1_en.srt	7.4 KB
008 Coding Task #4 - Deploy an Endpoint.mp4	62.5 MB
008 Coding Task #4 - Deploy an Endpoint_en.srt	9.8 KB
009 Final Capstone Project - Questions.mp4	5.3 MB
009 Final Capstone Project - Questions_en.srt	3.0 KB
010 Final Capstone Project - Solutions.mp4	27.4 MB
010 Final Capstone Project - Solutions_en.srt	8.0 KB
011 Day End Message.mp4	734.6 KB
011 Day End Message_en.srt	0.3 KB
/20 - Day 15 Launch ML Training Job from AWS Management Console (Regression)/
001 Day Welcome Message.mp4	8.6 MB
001 Day Welcome Message_en.srt	1.9 KB
002 Please Download Today's Materials.html	0.5 KB
002 Training-Job-from-SageMaker-Console.zip	6.2 MB
003 Project Overview and Project Card.mp4	40.0 MB
003 Project Overview and Project Card_en.srt	6.9 KB
004 The Rise of Machine Learning in Higher Education.mp4	38.7 MB
004 The Rise of Machine Learning in Higher Education_en.srt	5.8 KB
005 Simple and Multiple Linear Regression [Recap].mp4	28.2 MB
005 Simple and Multiple Linear Regression [Recap]_en.srt	7.9 KB
006 Practice Opportunity 1.mp4	18.4 MB
006 Practice Opportunity 1_en.srt	5.3 KB
007 Demo Launch a Training Job in AWS SageMaker Console.mp4	106.5 MB
007 Demo Launch a Training Job in AWS SageMaker Console_en.srt	26.9 KB
008 Demo Analyze Training Job Outputs and Metrics.mp4	57.0 MB
008 Demo Analyze Training Job Outputs and Metrics_en.srt	12.7 KB
009 Demo Deploy an Endpoint.mp4	70.3 MB
009 Demo Deploy an Endpoint_en.srt	19.1 KB
010 Final End-of-Day Capstone Project Question.mp4	24.3 MB
010 Final End-of-Day Capstone Project Question_en.srt	6.0 KB
011 Final End-of-Day Capstone Project Solution.mp4	108.9 MB
011 Final End-of-Day Capstone Project Solution_en.srt	23.8 KB
012 Day End Message.mp4	1.4 MB
012 Day End Message_en.srt	0.4 KB
/21 - Day 16 XG-Boost Regression in Scikit-Learn/
001 Day Welcome Message.mp4	5.6 MB
001 Day Welcome Message_en.srt	1.3 KB
002 Please Download Today's Materials.html	0.3 KB
002 XGboost-in-SKLearn.zip	11.1 MB
003 Project Overview and Card.mp4	24.8 MB
003 Project Overview and Card_en.srt	8.5 KB
004 Introduction to XG-Boost Algorithm.mp4	64.1 MB
004 Introduction to XG-Boost Algorithm_en.srt	11.2 KB
005 What is Boosting.mp4	109.5 MB
005 What is Boosting_en.srt	15.9 KB
006 Ensemble Learning.mp4	85.9 MB
006 Ensemble Learning_en.srt	15.0 KB
007 XG-Boost Algorithm Deep Dive (with examples).mp4	392.3 MB
007 XG-Boost Algorithm Deep Dive (with examples)_en.srt	35.7 KB
008 Coding Task 1 - Project Overview and Import data.mp4	18.0 MB
008 Coding Task 1 - Project Overview and Import data_en.srt	8.8 KB
009 Practice Opportunity 1.mp4	9.0 MB
009 Practice Opportunity 1_en.srt	3.7 KB
010 Coding Task 2 - Perform EDA and Visualization.mp4	70.2 MB
010 Coding Task 2 - Perform EDA and Visualization_en.srt	14.7 KB
011 Practice Opportunity 2.mp4	18.7 MB
011 Practice Opportunity 2_en.srt	4.4 KB
012 Coding Task 3 - Prepare the Data for Model Training.mp4	9.5 MB
012 Coding Task 3 - Prepare the Data for Model Training_en.srt	3.7 KB
013 Practice Opportunity 3.mp4	14.0 MB
013 Practice Opportunity 3_en.srt	4.7 KB
014 Coding Task 4 - Train and Test XG-Boost Algorithm.mp4	22.1 MB
014 Coding Task 4 - Train and Test XG-Boost Algorithm_en.srt	8.6 KB
015 Practice Opportunity 4.mp4	10.5 MB
015 Practice Opportunity 4_en.srt	4.5 KB
016 Final Capstone Project Question.mp4	5.5 MB
016 Final Capstone Project Question_en.srt	3.4 KB
017 Final Capstone Project Solution.mp4	191.6 MB
017 Final Capstone Project Solution_en.srt	26.4 KB
018 Day End Message.mp4	1.2 MB
018 Day End Message_en.srt	0.4 KB
/22 - Day 17 Built-in SageMaker XG-Boost Algorithm/
001 Day Welcome Message.mp4	4.1 MB
001 Day Welcome Message_en.srt	0.9 KB
002 Please Download Today's Materials.html	0.2 KB
002 XG-Boost-in-SageMaker.zip	4.6 MB
003 Project Overview.mp4	17.2 MB
003 Project Overview_en.srt	6.1 KB
004 SageMaker Built-in XG-Boost Algorithm.mp4	200.8 MB
004 SageMaker Built-in XG-Boost Algorithm_en.srt	17.2 KB
005 Coding Task 1 - Import datalibraries and Perform EDA.mp4	47.8 MB
005 Coding Task 1 - Import datalibraries and Perform EDA_en.srt	9.1 KB
006 Coding Task 2 - Train SageMaker Built-in XG-Boost Algorithm - Part 1.mp4	84.4 MB
006 Coding Task 2 - Train SageMaker Built-in XG-Boost Algorithm - Part 1_en.srt	16.0 KB
007 Coding Task 3 - Train SageMaker Built-in XG-Boost Algorithm - Part 2.mp4	65.7 MB
007 Coding Task 3 - Train SageMaker Built-in XG-Boost Algorithm - Part 2_en.srt	12.1 KB
008 Coding Task 4 - Deploy Trained SageMaker Built-in XG-Boost Algorithm.mp4	119.4 MB
008 Coding Task 4 - Deploy Trained SageMaker Built-in XG-Boost Algorithm_en.srt	17.0 KB
009 Practice Opportunity 1.mp4	48.1 MB
009 Practice Opportunity 1_en.srt	7.6 KB
010 Final Capstone Project Question.mp4	7.2 MB
010 Final Capstone Project Question_en.srt	4.1 KB
011 Final Capstone Project Solution - Part 1.mp4	73.6 MB
011 Final Capstone Project Solution - Part 1_en.srt	14.2 KB
012 Final Capstone Project Solution - Part 2.mp4	86.9 MB
012 Final Capstone Project Solution - Part 2_en.srt	14.1 KB
013 Day End Message.mp4	2.6 MB
013 Day End Message_en.srt	0.4 KB
/23 - Day 18 AWS SageMaker JumpStart/
001 Day Welcome Message.mp4	4.5 MB
001 Day Welcome Message_en.srt	1.0 KB
002 AWS-SageMaker-JumpStart.zip	6.6 MB
002 Please Download Today's Materials.html	0.5 KB
003 Project Introduction and Key Learning Outcomes.mp4	12.2 MB
003 Project Introduction and Key Learning Outcomes_en.srt	4.4 KB
004 AWS SageMaker JumpStart Overview.mp4	43.0 MB
004 AWS SageMaker JumpStart Overview_en.srt	15.5 KB
005 Data Split for SageMaker JumpStart.mp4	72.9 MB
005 Data Split for SageMaker JumpStart_en.srt	13.5 KB
006 JumpStart Demo Part 1 - Data Upload.mp4	74.7 MB
006 JumpStart Demo Part 1 - Data Upload_en.srt	20.0 KB
007 JumpStart Demo Part 2 - Train the Model.mp4	17.5 MB
007 JumpStart Demo Part 2 - Train the Model_en.srt	8.1 KB
008 JumpStart Demo Part 3 - Deploy an Endpoint.mp4	13.1 MB
008 JumpStart Demo Part 3 - Deploy an Endpoint_en.srt	6.0 KB
009 JumpStart Demo Part 4 - Invoke Endpoint.mp4	90.5 MB
009 JumpStart Demo Part 4 - Invoke Endpoint_en.srt	18.3 KB
010 Final Capstone Project Question.mp4	21.2 MB
010 Final Capstone Project Question_en.srt	5.7 KB
011 Final Capstone Project Solution Part 1.mp4	53.6 MB
011 Final Capstone Project Solution Part 1_en.srt	11.3 KB
012 Final Capstone Project Solution Part 2.mp4	57.0 MB
012 Final Capstone Project Solution Part 2_en.srt	14.5 KB
013 Day End Message.mp4	1.4 MB
013 Day End Message_en.srt	0.4 KB
/24 - PART 5 HYPERPARAMETERS OPTIMIZATION/
001 Welcome to Part 5 on Hyperparameters Optimization.html	0.3 KB
/25 - Day 19 Hyperparameters Optimization (GridSearch, Bayesian & Random)/
001 Day Welcome Message.mp4	7.2 MB
001 Day Welcome Message_en.srt	1.7 KB
002 Hyperparameters-Optimization-SKLearn.zip	3.7 MB
002 Please Download Today's Materials.html	0.3 KB
003 Project Overview and Card.mp4	74.4 MB
003 Project Overview and Card_en.srt	9.4 KB
004 Hyperparameters 101.mp4	127.6 MB
004 Hyperparameters 101_en.srt	13.0 KB
005 Hyperparameters Optimization Strategies.mp4	86.3 MB
005 Hyperparameters Optimization Strategies_en.srt	14.8 KB
006 Bias Variance Tradeoff.mp4	215.6 MB
006 Bias Variance Tradeoff_en.srt	22.7 KB
007 L2 Regularization (Ridge Regression).mp4	133.5 MB
007 L2 Regularization (Ridge Regression)_en.srt	13.1 KB
008 L1 Regularization (Lasso Regression).mp4	100.0 MB
008 L1 Regularization (Lasso Regression)_en.srt	9.1 KB
009 Coding Task 1 - Import Libraries and Datasets.mp4	19.3 MB
009 Coding Task 1 - Import Libraries and Datasets_en.srt	7.7 KB
010 Practice Opportunity 1.mp4	16.2 MB
010 Practice Opportunity 1_en.srt	3.5 KB
011 Coding Task 2 - Perform Data Cleaning.mp4	61.9 MB
011 Coding Task 2 - Perform Data Cleaning_en.srt	9.1 KB
012 Coding Task 3 - Perform Data Visualization.mp4	53.4 MB
012 Coding Task 3 - Perform Data Visualization_en.srt	11.7 KB
013 Practice Opportunity 2.mp4	16.6 MB
013 Practice Opportunity 2_en.srt	3.7 KB
014 Coding Task 4 - Split the Data into TrainingTesting.mp4	39.6 MB
014 Coding Task 4 - Split the Data into TrainingTesting_en.srt	8.3 KB
015 Coding Task 5 - Train an XG-Boost Algorithm in SKLearn.mp4	26.1 MB
015 Coding Task 5 - Train an XG-Boost Algorithm in SKLearn_en.srt	8.5 KB
016 Practice Opportunity 3.mp4	8.1 MB
016 Practice Opportunity 3_en.srt	4.3 KB
017 Coding Task 6 - Hyperparameters Optimization Using GridSearchCV.mp4	58.2 MB
017 Coding Task 6 - Hyperparameters Optimization Using GridSearchCV_en.srt	10.8 KB
018 Practice Opportunity 4.mp4	37.8 MB
018 Practice Opportunity 4_en.srt	7.3 KB
019 Coding Task 7 - Hyperparameters Using Random Search.mp4	20.8 MB
019 Coding Task 7 - Hyperparameters Using Random Search_en.srt	6.6 KB
020 Coding Task 8 - Hyperparameters Optimization Using Bayesian Optimizers.mp4	34.8 MB
020 Coding Task 8 - Hyperparameters Optimization Using Bayesian Optimizers_en.srt	6.7 KB
021 Final Capstone Project Question.mp4	6.8 MB
021 Final Capstone Project Question_en.srt	3.4 KB
022 Final Capstone Project Solution.mp4	50.7 MB
022 Final Capstone Project Solution_en.srt	9.9 KB
023 Day End Message.mp4	2.1 MB
023 Day End Message_en.srt	0.3 KB
/.../0. Websites you may like/
[CourseClub.Me].url	0.1 KB
[FreeCourseSite.com].url	0.1 KB
[GigaCourse.Com].url	0.0 KB
/26 - Day 20 Hyperparameters Optimization in SageMaker/
001 Day Welcome Message.mp4	4.9 MB
001 Day Welcome Message_en.srt	1.2 KB
002 Hyperparameters-Optimization-Using-SageMaker.zip	5.0 MB
002 Please Download Today's Materials.html	0.2 KB
003 Project Overview.mp4	49.0 MB
003 Project Overview_en.srt	12.9 KB
004 Coding Task 1 - Import and Clean Datasets.mp4	30.4 MB
004 Coding Task 1 - Import and Clean Datasets_en.srt	9.0 KB
005 Coding Task 2 - Visualize Data.mp4	43.6 MB
005 Coding Task 2 - Visualize Data_en.srt	8.6 KB
006 Coding Task 3 - Train an XG-Boost Algo (without Hyperparameters Optimization).mp4	110.0 MB
006 Coding Task 3 - Train an XG-Boost Algo (without Hyperparameters Optimization)_en.srt	20.5 KB
007 Coding Task 4 - DeployTest XG-Boost Algo (without Hyperparameters Optimization).mp4	52.2 MB
007 Coding Task 4 - DeployTest XG-Boost Algo (without Hyperparameters Optimization)_en.srt	8.1 KB
008 Coding Task 5 - Perform HyperParameters Optimization in SageMaker.mp4	86.0 MB
008 Coding Task 5 - Perform HyperParameters Optimization in SageMaker_en.srt	13.0 KB
009 Deploy Best Model and Assess its Performance.mp4	64.2 MB
009 Deploy Best Model and Assess its Performance_en.srt	7.8 KB
010 Final Capstone Project Question.mp4	20.6 MB
010 Final Capstone Project Question_en.srt	2.6 KB
011 Final Capstone Project Solution Part 1.mp4	88.5 MB
011 Final Capstone Project Solution Part 1_en.srt	11.8 KB
012 Final Capstone Project Solution Part 2.mp4	39.7 MB
012 Final Capstone Project Solution Part 2_en.srt	6.2 KB
013 Final Capstone Project Solution Part 3.mp4	26.3 MB
013 Final Capstone Project Solution Part 3_en.srt	4.8 KB
014 Final Capstone Project Solution Part 4.mp4	37.9 MB
014 Final Capstone Project Solution Part 4_en.srt	7.2 KB
015 Day End Message.mp4	2.2 MB
015 Day End Message_en.srt	0.3 KB
/27 - PART 6 MACHINE LEARNING CLASSIFICATION & ChatGPT FOR PROGRAMMERS/
001 Welcome to Part 6 on Machine Learning Classification.html	0.7 KB
/28 - Day 21 Classifiers - SVM, KNN, Logistic Regression, Naive Bayes, Random Forest/
001 Day Welcome Message.mp4	8.1 MB
001 Day Welcome Message_en.srt	1.7 KB
002 Compare-SKLearn-Classifier-Models.zip	4.7 MB
002 Please Download Today's Materials.html	0.2 KB
003 Project Overview.mp4	17.3 MB
003 Project Overview_en.srt	4.2 KB
004 Coding Task 1 - Import Libraries and Datasets.mp4	21.3 MB
004 Coding Task 1 - Import Libraries and Datasets_en.srt	7.3 KB
005 Practice Opportunity 1.mp4	14.8 MB
005 Practice Opportunity 1_en.srt	4.0 KB
006 Coding Task 2 - Perform Data Visualization.mp4	69.1 MB
006 Coding Task 2 - Perform Data Visualization_en.srt	12.3 KB
007 Practice Opportunity 2.mp4	29.3 MB
007 Practice Opportunity 2_en.srt	5.7 KB
008 Coding Task 3 - Plot Feature Importance.mp4	31.3 MB
008 Coding Task 3 - Plot Feature Importance_en.srt	9.6 KB
009 Coding Task 4 - Logistic Regression.mp4	27.5 MB
009 Coding Task 4 - Logistic Regression_en.srt	12.0 KB
010 Classifier Models Key Performance Indicators (KPIs) & Metrics.mp4	66.6 MB
010 Classifier Models Key Performance Indicators (KPIs) & Metrics_en.srt	19.9 KB
011 Practice Opportunity 3.mp4	21.0 MB
011 Practice Opportunity 3_en.srt	5.1 KB
012 Coding Task 5 - Support Vector Machines (SVM).mp4	53.1 MB
012 Coding Task 5 - Support Vector Machines (SVM)_en.srt	13.2 KB
013 Coding Task 6 - Random Forest Classifier Model.mp4	43.2 MB
013 Coding Task 6 - Random Forest Classifier Model_en.srt	10.4 KB
014 Coding Task 7 - K Nearest Neighbors (KNN).mp4	61.5 MB
014 Coding Task 7 - K Nearest Neighbors (KNN)_en.srt	13.6 KB
015 Practice Opportunity 4.mp4	10.7 MB
015 Practice Opportunity 4_en.srt	3.0 KB
016 Coding Task 8 - Naïve Bayes Classifier Models.mp4	47.9 MB
016 Coding Task 8 - Naïve Bayes Classifier Models_en.srt	20.6 KB
017 Practice Opportunity 5.mp4	39.0 MB
017 Practice Opportunity 5_en.srt	6.6 KB
018 Coding Task 9 - Compare Classifier Models.mp4	26.1 MB
018 Coding Task 9 - Compare Classifier Models_en.srt	8.6 KB
019 Coding Task 10 - Concluding Remarks.mp4	6.9 MB
019 Coding Task 10 - Concluding Remarks_en.srt	3.4 KB
020 Day End Message.mp4	1.1 MB
020 Day End Message_en.srt	0.4 KB
/29 - Day 22 XG-Boost Classification in AWS SageMaker/
001 Day Welcome Message.mp4	5.5 MB
001 Day Welcome Message_en.srt	1.3 KB
002 Please download today's Materials.html	0.3 KB
002 XG-Boost-Classification.zip	8.1 MB
003 Project Overview.mp4	74.0 MB
003 Project Overview_en.srt	8.7 KB
004 XG-Boost 101 [Review].mp4	74.7 MB
004 XG-Boost 101 [Review]_en.srt	12.0 KB
005 Classifier Models KPIs.mp4	66.6 MB
005 Classifier Models KPIs_en.srt	19.9 KB
006 Coding Task 1 - Understand the Problem Statement and Load Data.mp4	18.1 MB
006 Coding Task 1 - Understand the Problem Statement and Load Data_en.srt	7.3 KB
007 Practice Opportunity 1.mp4	23.2 MB
007 Practice Opportunity 1_en.srt	4.9 KB
008 Coding Task 2 - Perform Data Visualization.mp4	142.6 MB
008 Coding Task 2 - Perform Data Visualization_en.srt	26.4 KB
009 Practice Opportunity 2.mp4	15.8 MB
009 Practice Opportunity 2_en.srt	5.8 KB
010 Coding Task 3 - Prepare the data for Model Training.mp4	18.9 MB
010 Coding Task 3 - Prepare the data for Model Training_en.srt	6.0 KB
011 Coding Task 4 - Train and Evaluate XG-Boost.mp4	43.7 MB
011 Coding Task 4 - Train and Evaluate XG-Boost_en.srt	10.0 KB
012 Practice Opportunity 3.mp4	28.1 MB
012 Practice Opportunity 3_en.srt	6.2 KB
013 Coding Task 5 - Train XG-Boost SageMaker.mp4	89.0 MB
013 Coding Task 5 - Train XG-Boost SageMaker_en.srt	18.6 KB
014 Coding Task 6 - Deploy and Test XG-Boost Model.mp4	59.4 MB
014 Coding Task 6 - Deploy and Test XG-Boost Model_en.srt	12.6 KB
015 Practice Opportunity 4.mp4	37.8 MB
015 Practice Opportunity 4_en.srt	7.1 KB
016 Final Capstone Project Question.mp4	39.3 MB
016 Final Capstone Project Question_en.srt	10.7 KB
017 Final Capstone Project Solution Part 1.mp4	57.9 MB
017 Final Capstone Project Solution Part 1_en.srt	12.5 KB
018 Final Capstone Project Solution Part 2.mp4	46.2 MB
018 Final Capstone Project Solution Part 2_en.srt	10.3 KB
019 Day End Message.mp4	1.1 MB
019 Day End Message_en.srt	0.3 KB
/30 - Day 23 K Nearest Neighbors (KNN) in SageMaker/
001 Day Welcome Message.mp4	6.8 MB
001 Day Welcome Message_en.srt	1.6 KB
002 KNN-for-Classification.zip	3.1 MB
002 Please download today's materials.html	0.2 KB
003 Project Overview.mp4	11.3 MB
003 Project Overview_en.srt	4.2 KB
004 K Nearest Neighbors Algorithm 101.mp4	149.1 MB
004 K Nearest Neighbors Algorithm 101_en.srt	14.5 KB
005 K Nearest Neighbors in SageMaker.mp4	49.6 MB
005 K Nearest Neighbors in SageMaker_en.srt	8.9 KB
006 Coding Task 1 - Import Libraries and Datasets.mp4	30.3 MB
006 Coding Task 1 - Import Libraries and Datasets_en.srt	6.5 KB
007 Practice Opportunity 1.mp4	13.2 MB
007 Practice Opportunity 1_en.srt	4.3 KB
008 Coding Task 2 - Perform Data Visualization.mp4	32.1 MB
008 Coding Task 2 - Perform Data Visualization_en.srt	11.0 KB
009 Practice Opportunity 2.mp4	8.2 MB
009 Practice Opportunity 2_en.srt	3.4 KB
010 Coding Task 3 - Split the data.mp4	9.4 MB
010 Coding Task 3 - Split the data_en.srt	3.8 KB
011 Coding Task 4 - Train KNN Model in SKLearn.mp4	15.8 MB
011 Coding Task 4 - Train KNN Model in SKLearn_en.srt	5.2 KB
012 Coding Task 5 - Evaluate Trained Model Performance.mp4	13.2 MB
012 Coding Task 5 - Evaluate Trained Model Performance_en.srt	5.5 KB
013 Coding Task 6 - Train SageMaker Built-in KNN Algorithm.mp4	93.6 MB
013 Coding Task 6 - Train SageMaker Built-in KNN Algorithm_en.srt	19.4 KB
014 Coding Task 7 - Evaluate trained model performance.mp4	67.5 MB
014 Coding Task 7 - Evaluate trained model performance_en.srt	11.7 KB
015 Final Capstone Project Question.mp4	4.7 MB
015 Final Capstone Project Question_en.srt	2.8 KB
016 Final Capstone Project Solution.mp4	38.9 MB
016 Final Capstone Project Solution_en.srt	15.5 KB
017 Day End Message.mp4	1.3 MB
017 Day End Message_en.srt	0.3 KB
/31 - Day 24 ChatGPT for Programmers/
001 Find the Proper Programming Language Syntax Using ChatGPT and GPT-4.mp4	38.0 MB
001 Find the Proper Programming Language Syntax Using ChatGPT and GPT-4_en.srt	17.6 KB
002 Prepare a Study Plan and Find Best Resources (CoursesBooks) with ChatGPT.mp4	65.2 MB
002 Prepare a Study Plan and Find Best Resources (CoursesBooks) with ChatGPT_en.srt	16.2 KB
003 Perform Code Generation and Design Using ChatGPT.mp4	32.0 MB
003 Perform Code Generation and Design Using ChatGPT_en.srt	15.2 KB
004 Perform Code Debugging Using ChatGPT.mp4	56.9 MB
004 Perform Code Debugging Using ChatGPT_en.srt	15.8 KB
005 Optimize Your Code With ChatGPT.mp4	50.6 MB
005 Optimize Your Code With ChatGPT_en.srt	20.3 KB
006 Conduct Code Review With ChatGPT.mp4	64.3 MB
006 Conduct Code Review With ChatGPT_en.srt	17.2 KB
007 Leverage ChatGPT to Add New Features to Your Code.mp4	66.2 MB
007 Leverage ChatGPT to Add New Features to Your Code_en.srt	17.2 KB
008 Use ChatGPT to Test and Validate Your Code.mp4	40.1 MB
008 Use ChatGPT to Test and Validate Your Code_en.srt	15.9 KB
009 Perform Code Documentation With ChatGPT.mp4	51.0 MB
009 Perform Code Documentation With ChatGPT_en.srt	14.3 KB
010 Convert from One Programming Language to Another Using ChatGPT.mp4	35.1 MB
010 Convert from One Programming Language to Another Using ChatGPT_en.srt	13.7 KB
/32 - PART 7 AUTOML & NO-CODE ML/
001 Welcome to Part 7 on AutoML and No-Code ML Development.html	0.4 KB
/33 - Day 25 No-Code ML - AutoGluon for Regression Type Problems/
001 Day Welcome Message.mp4	8.2 MB
001 Day Welcome Message_en.srt	1.8 KB
002 AutoGluon-for-Tabular-ML-Regression.zip	6.1 MB
002 Please Download Today's Materials.html	0.3 KB
003 Project Overview & AutoGluon for Tabular Data.mp4	10.3 MB
003 Project Overview & AutoGluon for Tabular Data_en.srt	5.3 KB
004 AI Applications in Business.mp4	59.8 MB
004 AI Applications in Business_en.srt	9.6 KB
005 Practice Opportunity.mp4	71.5 MB
005 Practice Opportunity_en.srt	11.3 KB
006 Regression Recap.mp4	69.6 MB
006 Regression Recap_en.srt	6.4 KB
007 AutoGluon 101.mp4	77.4 MB
007 AutoGluon 101_en.srt	12.9 KB
008 AutoGluon Presets and Fit Parameters.mp4	58.9 MB
008 AutoGluon Presets and Fit Parameters_en.srt	17.8 KB
009 Coding Task 1 - Import AutoGluon and data Import.mp4	32.9 MB
009 Coding Task 1 - Import AutoGluon and data Import_en.srt	6.7 KB
010 Practice Opportunity 1.mp4	13.4 MB
010 Practice Opportunity 1_en.srt	3.0 KB
011 Coding Task 2 - Perform Exploratory Data Analysis (EDA).mp4	14.8 MB
011 Coding Task 2 - Perform Exploratory Data Analysis (EDA)_en.srt	7.0 KB
012 Practice Opportunity 2.mp4	11.1 MB
012 Practice Opportunity 2_en.srt	4.3 KB
013 Coding Task 3 - Visualize Dataset.mp4	40.8 MB
013 Coding Task 3 - Visualize Dataset_en.srt	8.1 KB
014 Practice Opportunity 3.mp4	22.8 MB
014 Practice Opportunity 3_en.srt	4.5 KB
015 Coding Task 4 - Train Models with AutoGluon.mp4	97.6 MB
015 Coding Task 4 - Train Models with AutoGluon_en.srt	14.5 KB
016 Coding Task 5 - Evaluate Trained Models.mp4	65.1 MB
016 Coding Task 5 - Evaluate Trained Models_en.srt	12.7 KB
017 Practice Opportunity 4.mp4	35.5 MB
017 Practice Opportunity 4_en.srt	7.0 KB
018 Final Capstone Project Question.mp4	19.6 MB
018 Final Capstone Project Question_en.srt	8.6 KB
019 Final Capstone Project Solution Part 1.mp4	50.0 MB
019 Final Capstone Project Solution Part 1_en.srt	8.6 KB
020 Final Capstone Project Solution Part 2.mp4	103.7 MB
020 Final Capstone Project Solution Part 2_en.srt	13.1 KB
021 Final Capstone Project Solution Part 3.mp4	39.6 MB
021 Final Capstone Project Solution Part 3_en.srt	5.1 KB
022 Day End Message.mp4	2.8 MB
022 Day End Message_en.srt	0.4 KB
/34 - Day 26 No-Code ML - AutoGluon for Classification Type Problems/
001 Day Welcome Message.mp4	7.8 MB
001 Day Welcome Message_en.srt	1.8 KB
002 AutoGluon-for-Tabular-ML-Classification.zip	5.8 MB
002 Please Download Today's Materials.html	0.3 KB
003 Project Overview.mp4	17.2 MB
003 Project Overview_en.srt	6.6 KB
004 Classification Models KPIs [ReviewSkip if Familiar].mp4	32.0 MB
004 Classification Models KPIs [ReviewSkip if Familiar]_en.srt	9.4 KB
005 AutoGluon for Classification Tasks.mp4	77.2 MB
005 AutoGluon for Classification Tasks_en.srt	9.7 KB
006 Coding Task 1 - Import Datasets and AutoGloun.mp4	27.7 MB
006 Coding Task 1 - Import Datasets and AutoGloun_en.srt	4.5 KB
007 Practice Opportunity 1.mp4	33.3 MB
007 Practice Opportunity 1_en.srt	6.9 KB
008 Coding Task 2 - Perform Exploratory Data Analysis.mp4	90.6 MB
008 Coding Task 2 - Perform Exploratory Data Analysis_en.srt	13.4 KB
009 Practice Opportunity 2.mp4	19.7 MB
009 Practice Opportunity 2_en.srt	3.6 KB
010 Coding Task 3 - Train Classification Model using AutoGluon.mp4	41.9 MB
010 Coding Task 3 - Train Classification Model using AutoGluon_en.srt	7.9 KB
011 Coding Task 4 - Evaluate Classification Model using AutoGluon.mp4	39.7 MB
011 Coding Task 4 - Evaluate Classification Model using AutoGluon_en.srt	7.9 KB
012 Practice Opportunity 3.mp4	34.9 MB
012 Practice Opportunity 3_en.srt	6.4 KB
013 Final Capstone Project Question.mp4	17.3 MB
013 Final Capstone Project Question_en.srt	4.4 KB
014 Final Capstone Project Solution Part 1.mp4	81.0 MB
014 Final Capstone Project Solution Part 1_en.srt	8.6 KB
015 Final Capstone Project Solution Part 2.mp4	48.8 MB
015 Final Capstone Project Solution Part 2_en.srt	6.7 KB
016 Final Capstone Project Solution Part 3.mp4	19.8 MB
016 Final Capstone Project Solution Part 3_en.srt	3.5 KB
017 Day End Message.mp4	2.7 MB
017 Day End Message_en.srt	0.4 KB
/35 - Day 27 No-Code ML - Amazon SageMaker Autopilot/
001 Day Welcome Message.mp4	7.4 MB
001 Day Welcome Message_en.srt	1.7 KB
002 Please Download Today's Materials.html	0.3 KB
002 SageMaker-Autopilot.zip	4.3 MB
003 Project Overview.mp4	17.4 MB
003 Project Overview_en.srt	6.4 KB
004 Amazon SageMaker Autopilot.mp4	131.5 MB
004 Amazon SageMaker Autopilot_en.srt	21.1 KB
005 SageMaker Autopilot Demo 1 - Upload Data and Train Model.mp4	33.2 MB
005 SageMaker Autopilot Demo 1 - Upload Data and Train Model_en.srt	18.3 KB
006 SageMaker Autopilot Demo 2 - Analyze Trained Models.mp4	28.0 MB
006 SageMaker Autopilot Demo 2 - Analyze Trained Models_en.srt	11.0 KB
007 SageMaker Autopilot Demo 3 - Candidate Notebooks & Model Deployment.mp4	84.3 MB
007 SageMaker Autopilot Demo 3 - Candidate Notebooks & Model Deployment_en.srt	13.7 KB
008 Resources Cleanup [Important].mp4	6.3 MB
008 Resources Cleanup [Important]_en.srt	2.8 KB
009 Final Capstone Project Question.mp4	4.9 MB
009 Final Capstone Project Question_en.srt	2.8 KB
010 Final Capstone Project Solution 1.mp4	65.5 MB
010 Final Capstone Project Solution 1_en.srt	10.4 KB
011 Final Capstone Project Solution 2.mp4	82.6 MB
011 Final Capstone Project Solution 2_en.srt	12.0 KB
012 Day End Message.mp4	1.5 MB
012 Day End Message_en.srt	0.4 KB
/36 - Day 28 No-Code ML - AWS SageMaker Canvas for Classification & Regression Tasks/
001 Day Welcome Message.mp4	5.4 MB
001 Day Welcome Message_en.srt	1.4 KB
002 No-Code-with-AWS-SageMaker-Canvas.zip	4.0 MB
002 Please Download Today's Materials.html	0.2 KB
003 Project Overview.mp4	35.2 MB
003 Project Overview_en.srt	9.7 KB
004 AWS SageMaker Canvas 101.mp4	44.7 MB
004 AWS SageMaker Canvas 101_en.srt	12.9 KB
005 Success Stories in Human Resources.mp4	32.5 MB
005 Success Stories in Human Resources_en.srt	11.0 KB
006 Project Demo Part 1 - Upload data to S3 and Launch Canvas.mp4	37.3 MB
006 Project Demo Part 1 - Upload data to S3 and Launch Canvas_en.srt	9.3 KB
007 Project Demo Part 2 - Train the Model.mp4	27.9 MB
007 Project Demo Part 2 - Train the Model_en.srt	19.3 KB
008 Project Demo Part 3 - Model Evaluation and Analysis.mp4	64.8 MB
008 Project Demo Part 3 - Model Evaluation and Analysis_en.srt	20.3 KB
009 Project Demo Part 4 - Generate Predictions.mp4	15.2 MB
009 Project Demo Part 4 - Generate Predictions_en.srt	9.5 KB
010 Final End-of-Day Capstone Project Question.mp4	13.7 MB
010 Final End-of-Day Capstone Project Question_en.srt	4.2 KB
011 Final End-of-Day Capstone Project Solution.mp4	44.2 MB
011 Final End-of-Day Capstone Project Solution_en.srt	21.8 KB
012 Shutting Down SageMaker Canvas [Important].mp4	2.1 MB
012 Shutting Down SageMaker Canvas [Important]_en.srt	1.5 KB
013 Appendix Review Classification Models KPIs.mp4	66.6 MB
013 Appendix Review Classification Models KPIs_en.srt	19.9 KB
014 Day End Message.mp4	2.8 MB
014 Day End Message_en.srt	0.4 KB
/37 - PART 8 MACHINE LEARNING WORKFLOWS/
001 Welcome to Part 8 on Machine Learning Workflows.html	0.7 KB
/.../0. Websites you may like/
[CourseClub.Me].url	0.1 KB
[FreeCourseSite.com].url	0.1 KB
[GigaCourse.Com].url	0.0 KB
/38 - Day 29 Lambda Functions Using AWS Console/
001 Day Welcome Message.mp4	5.3 MB
001 Day Welcome Message_en.srt	1.2 KB
002 AWS-Lambda-Functions-1.pptx	5.3 MB
002 Please Download Today's Materials.html	0.1 KB
003 Introduction to AWS Lambda and Key Learning Outcomes.mp4	16.3 MB
003 Introduction to AWS Lambda and Key Learning Outcomes_en.srt	5.9 KB
004 Machine Learning Workflows 101.mp4	84.8 MB
004 Machine Learning Workflows 101_en.srt	14.6 KB
005 AWS Lambda Functions 101.mp4	101.1 MB
005 AWS Lambda Functions 101_en.srt	18.3 KB
006 AWS Lambda Functions Anatomy.mp4	17.8 MB
006 AWS Lambda Functions Anatomy_en.srt	5.4 KB
007 Demo #1 Define and Test AWS Lambda Function.mp4	28.3 MB
007 Demo #1 Define and Test AWS Lambda Function_en.srt	13.7 KB
008 Demo #2 Part #1 Define a Lambda Function.mp4	44.2 MB
008 Demo #2 Part #1 Define a Lambda Function_en.srt	13.8 KB
009 Demo #2 Part #2 Test a Lambda Function.mp4	21.4 MB
009 Demo #2 Part #2 Test a Lambda Function_en.srt	5.7 KB
010 Demo #2 Part #3 Monitor a Lambda Function.mp4	43.5 MB
010 Demo #2 Part #3 Monitor a Lambda Function_en.srt	9.2 KB
011 Final Capstone Project Question.mp4	13.8 MB
011 Final Capstone Project Question_en.srt	3.9 KB
012 Final Capstone Project Solution.mp4	67.9 MB
012 Final Capstone Project Solution_en.srt	21.9 KB
013 Day End Message.mp4	1.7 MB
013 Day End Message_en.srt	0.2 KB
/39 - Day 30 Lambda Functions Using AWS SageMaker Boto3 SDK/
001 Day Welcome Message.mp4	20.1 MB
001 Day Welcome Message_en.srt	1.2 KB
002 AWS-Lambda-Functions-2.zip	4.0 MB
002 Please Download Today's Materials.html	0.3 KB
003 Introduction and Key Learning Outcomes.mp4	15.5 MB
003 Introduction and Key Learning Outcomes_en.srt	5.3 KB
004 Synchronous Vs. Asynchronous Invocations.mp4	101.9 MB
004 Synchronous Vs. Asynchronous Invocations_en.srt	8.8 KB
005 Define a Lambda Function Using Boto3 SDK.mp4	127.8 MB
005 Define a Lambda Function Using Boto3 SDK_en.srt	31.6 KB
006 Invoke a Lambda Function Using Boto3 SDK.mp4	152.8 MB
006 Invoke a Lambda Function Using Boto3 SDK_en.srt	26.5 KB
007 Lambda Invocation with EventBridge.mp4	50.2 MB
007 Lambda Invocation with EventBridge_en.srt	10.4 KB
008 Final Capstone Project Question.mp4	11.3 MB
008 Final Capstone Project Question_en.srt	2.9 KB
009 Final Capstone Project Solution Part 1.mp4	75.1 MB
009 Final Capstone Project Solution Part 1_en.srt	18.5 KB
010 Final Capstone Project Solution Part 2.mp4	83.5 MB
010 Final Capstone Project Solution Part 2_en.srt	16.6 KB
011 Day End Message.mp4	2.9 MB
011 Day End Message_en.srt	0.4 KB
Total files 969