FreeCourseSite com Udemy Complete Machine Learning Data Science Bootcamp 2022

FreeCourseSite com Udemy Complete Machine Learning Data Science Bootcamp 2022

Name	[FreeCourseSite.com] Udemy - Complete Machine Learning & Data Science Bootcamp 2022	DOWNLOAD Copy Link
Total Size	17.5 GB
Total Files	735
Last Seen	2024-11-13 23:27
Hash	15BE54BDE3246A1E6EF82B09ABA5961228875538

/0. Websites you may like/
[CourseClub.ME].url	0.1 KB
[FCS Forum].url	0.1 KB
[FreeCourseSite.com].url	0.1 KB
[GigaCourse.Com].url	0.0 KB
/01 - Introduction/
001 Course Outline.mp4	81.0 MB
001 Course Outline__en.srt	9.1 KB
002 Join Our Online Classroom_.html	2.7 KB
003 Exercise_ Meet The Community.html	3.1 KB
004 Your First Day.mp4	7.6 MB
004 Your First Day__en.srt	5.5 KB
/02 - Machine Learning 101/
001 What Is Machine Learning_.mp4	29.7 MB
001 What Is Machine Learning___en.srt	9.2 KB
002 AI_Machine Learning_Data Science.mp4	20.6 MB
002 AI_Machine Learning_Data Science__en.srt	6.6 KB
003 Exercise_ Machine Learning Playground.mp4	44.6 MB
003 Exercise_ Machine Learning Playground__en.srt	8.3 KB
004 How Did We Get Here_.mp4	32.0 MB
004 How Did We Get Here___en.srt	7.5 KB
005 Exercise_ YouTube Recommendation Engine.mp4	9.3 MB
005 Exercise_ YouTube Recommendation Engine__en.srt	5.8 KB
006 Types of Machine Learning.mp4	10.1 MB
006 Types of Machine Learning__en.srt	5.6 KB
007 Are You Getting It Yet_.html	0.2 KB
008 What Is Machine Learning_ Round 2.mp4	12.4 MB
008 What Is Machine Learning_ Round 2__en.srt	6.4 KB
009 Section Review.mp4	2.4 MB
009 Section Review__en.srt	2.3 KB
010 Monthly Coding Challenges, Free Resources and Guides.html	1.7 KB
external-assets-links.txt	0.1 KB
/03 - Machine Learning and Data Science Framework/
001 Section Overview.mp4	6.7 MB
001 Section Overview__en.srt	4.9 KB
002 Introducing Our Framework.mp4	4.4 MB
002 Introducing Our Framework__en.srt	3.8 KB
003 6 Step Machine Learning Framework.mp4	24.6 MB
003 6 Step Machine Learning Framework__en.srt	7.0 KB
004 Types of Machine Learning Problems.mp4	22.0 MB
004 Types of Machine Learning Problems__en.srt	14.8 KB
005 Types of Data.mp4	21.0 MB
005 Types of Data__en.srt	6.6 KB
006 Types of Evaluation.mp4	6.8 MB
006 Types of Evaluation__en.srt	4.7 KB
007 Features In Data.mp4	15.6 MB
007 Features In Data__en.srt	7.0 KB
008 Modelling - Splitting Data.mp4	11.9 MB
008 Modelling - Splitting Data__en.srt	8.0 KB
009 Modelling - Picking the Model.mp4	9.2 MB
009 Modelling - Picking the Model__en.srt	6.4 KB
010 Modelling - Tuning.mp4	16.8 MB
010 Modelling - Tuning__en.srt	5.2 KB
011 Modelling - Comparison.mp4	19.1 MB
011 Modelling - Comparison__en.srt	13.6 KB
012 Overfitting and Underfitting Definitions.html	2.0 KB
013 Experimentation.mp4	12.1 MB
013 Experimentation__en.srt	5.2 KB
014 Tools We Will Use.mp4	13.5 MB
014 Tools We Will Use__en.srt	6.2 KB
015 Optional_ Elements of AI.html	1.0 KB
external-assets-links.txt	0.2 KB
/04 - The 2 Paths/
001 The 2 Paths.mp4	4.5 MB
001 The 2 Paths__en.srt	4.8 KB
002 Python + Machine Learning Monthly.html	0.9 KB
003 Endorsements On LinkedIN.html	2.1 KB
/05 - Data Science Environment Setup/
001 Section Overview.mp4	2.0 MB
001 Section Overview__en.srt	2.1 KB
002 Introducing Our Tools.mp4	20.2 MB
002 Introducing Our Tools__en.srt	4.6 KB
003 What is Conda_.mp4	13.1 MB
003 What is Conda___en.srt	3.5 KB
004 Conda Environments.mp4	15.3 MB
004 Conda Environments__en.srt	6.4 KB
005 Mac Environment Setup.mp4	146.3 MB
005 Mac Environment Setup__en.srt	26.4 KB
006 Mac Environment Setup 2.mp4	128.1 MB
006 Mac Environment Setup 2__en.srt	22.3 KB
007 Windows Environment Setup.mp4	34.5 MB
007 Windows Environment Setup__en.srt	8.1 KB
008 Windows Environment Setup 2.mp4	200.2 MB
008 Windows Environment Setup 2__en.srt	34.1 KB
009 Linux Environment Setup.html	1.1 KB
010 Sharing your Conda Environment.html	2.5 KB
011 Jupyter Notebook Walkthrough.mp4	59.6 MB
011 Jupyter Notebook Walkthrough__en.srt	16.2 KB
012 Jupyter Notebook Walkthrough 2.mp4	91.9 MB
012 Jupyter Notebook Walkthrough 2__en.srt	23.2 KB
013 Jupyter Notebook Walkthrough 3.mp4	73.0 MB
013 Jupyter Notebook Walkthrough 3__en.srt	12.3 KB
21708590-conda-cheatsheet.pdf	206.1 KB
21892866-heart-disease.csv	11.3 KB
22591460-6-step-ml-framework.png	332.0 KB
external-assets-links.txt	0.9 KB
/06 - Pandas_ Data Analysis/
001 Section Overview.mp4	3.7 MB
001 Section Overview__en.srt	3.8 KB
002 Downloading Workbooks and Assignments.html	1.0 KB
003 Pandas Introduction.mp4	11.6 MB
003 Pandas Introduction__en.srt	7.2 KB
004 Series, Data Frames and CSVs.mp4	95.5 MB
004 Series, Data Frames and CSVs__en.srt	18.9 KB
005 Data from URLs.html	1.2 KB
006 Describing Data with Pandas.mp4	53.7 MB
006 Describing Data with Pandas__en.srt	14.6 KB
007 Selecting and Viewing Data with Pandas.mp4	64.7 MB
007 Selecting and Viewing Data with Pandas__en.srt	15.6 KB
008 Selecting and Viewing Data with Pandas Part 2.mp4	108.5 MB
008 Selecting and Viewing Data with Pandas Part 2__en.srt	19.4 KB
009 Manipulating Data.mp4	105.7 MB
009 Manipulating Data__en.srt	19.0 KB
010 Manipulating Data 2.mp4	88.4 MB
010 Manipulating Data 2__en.srt	15.2 KB
011 Manipulating Data 3.mp4	80.5 MB
011 Manipulating Data 3__en.srt	14.3 KB
012 Assignment_ Pandas Practice.html	2.1 KB
013 How To Download The Course Assignments.mp4	67.8 MB
013 How To Download The Course Assignments__en.srt	11.5 KB
21708170-car-sales.csv	0.4 KB
21708212-pandas-anatomy-of-a-dataframe.png	341.2 KB
21708220-pandas-anatomy-of-a-dataframe.png	341.2 KB
22379919-car-sales-missing-data.csv	0.3 KB
external-assets-links.txt	1.0 KB
/07 - NumPy/
001 Section Overview.mp4	8.5 MB
001 Section Overview__en.srt	3.3 KB
002 NumPy Introduction.mp4	14.3 MB
002 NumPy Introduction__en.srt	7.8 KB
003 Quick Note_ Correction In Next Video.html	1.3 KB
004 NumPy DataTypes and Attributes.mp4	59.3 MB
004 NumPy DataTypes and Attributes__en.srt	20.5 KB
005 Creating NumPy Arrays.mp4	58.8 MB
005 Creating NumPy Arrays__en.srt	12.8 KB
006 NumPy Random Seed.mp4	38.2 MB
006 NumPy Random Seed__en.srt	10.7 KB
007 Viewing Arrays and Matrices.mp4	62.2 MB
007 Viewing Arrays and Matrices__en.srt	14.2 KB
008 Manipulating Arrays.mp4	71.8 MB
008 Manipulating Arrays__en.srt	17.6 KB
009 Manipulating Arrays 2.mp4	60.8 MB
009 Manipulating Arrays 2__en.srt	12.3 KB
010 Standard Deviation and Variance.mp4	38.6 MB
010 Standard Deviation and Variance__en.srt	10.1 KB
011 Reshape and Transpose.mp4	53.9 MB
011 Reshape and Transpose__en.srt	9.9 KB
012 Dot Product vs Element Wise.mp4	87.7 MB
012 Dot Product vs Element Wise__en.srt	16.3 KB
013 Exercise_ Nut Butter Store Sales.mp4	91.4 MB
013 Exercise_ Nut Butter Store Sales__en.srt	17.8 KB
014 Comparison Operators.mp4	23.1 MB
014 Comparison Operators__en.srt	5.3 KB
015 Sorting Arrays.mp4	25.5 MB
015 Sorting Arrays__en.srt	9.2 KB
016 Turn Images Into NumPy Arrays.mp4	74.7 MB
016 Turn Images Into NumPy Arrays__en.srt	10.9 KB
017 Assignment_ NumPy Practice.html	2.2 KB
018 Optional_ Extra NumPy resources.html	1.0 KB
21708696-numpy-images.zip	7.6 MB
external-assets-links.txt	0.8 KB
/08 - Matplotlib_ Plotting and Data Visualization/
001 Section Overview.mp4	2.9 MB
001 Section Overview__en.srt	2.7 KB
002 Matplotlib Introduction.mp4	21.9 MB
002 Matplotlib Introduction__en.srt	8.4 KB
003 Importing And Using Matplotlib.mp4	90.7 MB
003 Importing And Using Matplotlib__en.srt	17.1 KB
004 Anatomy Of A Matplotlib Figure.mp4	55.8 MB
004 Anatomy Of A Matplotlib Figure__en.srt	14.9 KB
005 Scatter Plot And Bar Plot.mp4	46.8 MB
005 Scatter Plot And Bar Plot__en.srt	15.3 KB
006 Histograms And Subplots.mp4	60.3 MB
006 Histograms And Subplots__en.srt	13.3 KB
007 Subplots Option 2.mp4	32.8 MB
007 Subplots Option 2__en.srt	6.8 KB
008 Quick Tip_ Data Visualizations.mp4	4.6 MB
008 Quick Tip_ Data Visualizations__en.srt	2.4 KB
009 Plotting From Pandas DataFrames.mp4	51.9 MB
009 Plotting From Pandas DataFrames__en.srt	9.9 KB
010 Quick Note_ Regular Expressions.html	0.6 KB
011 Plotting From Pandas DataFrames 2.mp4	102.0 MB
011 Plotting From Pandas DataFrames 2__en.srt	13.8 KB
012 Plotting from Pandas DataFrames 3.mp4	76.9 MB
012 Plotting from Pandas DataFrames 3__en.srt	12.1 KB
013 Plotting from Pandas DataFrames 4.mp4	15.0 MB
013 Plotting from Pandas DataFrames 4__en.srt	10.2 KB
014 Plotting from Pandas DataFrames 5.mp4	57.0 MB
014 Plotting from Pandas DataFrames 5__en.srt	12.5 KB
015 Plotting from Pandas DataFrames 6.mp4	70.8 MB
015 Plotting from Pandas DataFrames 6__en.srt	12.0 KB
016 Plotting from Pandas DataFrames 7.mp4	124.7 MB
016 Plotting from Pandas DataFrames 7__en.srt	16.3 KB
017 Customizing Your Plots.mp4	95.4 MB
017 Customizing Your Plots__en.srt	14.8 KB
018 Customizing Your Plots 2.mp4	129.7 MB
018 Customizing Your Plots 2__en.srt	13.6 KB
019 Saving And Sharing Your Plots.mp4	52.0 MB
019 Saving And Sharing Your Plots__en.srt	6.4 KB
020 Assignment_ Matplotlib Practice.html	2.1 KB
21709556-matplotlib-anatomy-of-a-plot.png	378.3 KB
21709558-matplotlib-anatomy-of-a-plot-with-code.png	670.5 KB
21709560-heart-disease.csv	11.3 KB
external-assets-links.txt	0.5 KB
/09 - Scikit-learn_ Creating Machine Learning Models/
001 Section Overview.mp4	5.8 MB
001 Section Overview__en.srt	4.1 KB
002 Scikit-learn Introduction.mp4	18.0 MB
002 Scikit-learn Introduction__en.srt	11.2 KB
003 Quick Note_ Upcoming Video.html	0.4 KB
004 Refresher_ What Is Machine Learning_.mp4	18.7 MB
004 Refresher_ What Is Machine Learning___en.srt	6.9 KB
005 Quick Note_ Upcoming Videos.html	1.0 KB
006 Scikit-learn Cheatsheet.mp4	78.8 MB
006 Scikit-learn Cheatsheet__en.srt	10.8 KB
007 Typical scikit-learn Workflow.mp4	193.6 MB
007 Typical scikit-learn Workflow__en.srt	2.5 KB
007 Typical scikit-learn Workflow_en.vtt	29.1 KB
008 Optional_ Debugging Warnings In Jupyter.mp4	179.8 MB
008 Optional_ Debugging Warnings In Jupyter__en.srt	27.5 KB
009 Getting Your Data Ready_ Splitting Your Data.mp4	64.0 MB
009 Getting Your Data Ready_ Splitting Your Data__en.srt	7.4 KB
009 Getting Your Data Ready_ Splitting Your Data_en.vtt	10.9 KB
010 Quick Tip_ Clean, Transform, Reduce.mp4	10.2 MB
010 Quick Tip_ Clean, Transform, Reduce__en.srt	6.7 KB
011 Getting Your Data Ready_ Convert Data To Numbers.mp4	137.2 MB
011 Getting Your Data Ready_ Convert Data To Numbers__en.srt	24.0 KB
012 Note_ Update to next video (OneHotEncoder can handle NaN_None values).html	1.6 KB
013 Getting Your Data Ready_ Handling Missing Values With Pandas.mp4	47.8 MB
013 Getting Your Data Ready_ Handling Missing Values With Pandas__en.srt	18.4 KB
014 Extension_ Feature Scaling.html	3.0 KB
015 Note_ Correction in the upcoming video (splitting data).html	2.2 KB
016 Getting Your Data Ready_ Handling Missing Values With Scikit-learn.mp4	137.7 MB
016 Getting Your Data Ready_ Handling Missing Values With Scikit-learn__en.srt	25.4 KB
017 NEW_ Choosing The Right Model For Your Data.mp4	245.7 MB
017 NEW_ Choosing The Right Model For Your Data__en.srt	30.8 KB
018 NEW_ Choosing The Right Model For Your Data 2 (Regression).mp4	134.9 MB
018 NEW_ Choosing The Right Model For Your Data 2 (Regression)__en.srt	17.3 KB
019 Quick Note_ Decision Trees.html	0.2 KB
020 Quick Tip_ How ML Algorithms Work.mp4	2.9 MB
020 Quick Tip_ How ML Algorithms Work__en.srt	1.9 KB
021 Choosing The Right Model For Your Data 3 (Classification).mp4	121.5 MB
021 Choosing The Right Model For Your Data 3 (Classification)__en.srt	19.0 KB
022 Fitting A Model To The Data.mp4	40.3 MB
022 Fitting A Model To The Data__en.srt	10.3 KB
023 Making Predictions With Our Model.mp4	67.2 MB
023 Making Predictions With Our Model__en.srt	13.2 KB
024 predict() vs predict_proba().mp4	41.0 MB
024 predict() vs predict_proba()__en.srt	12.5 KB
025 NEW_ Making Predictions With Our Model (Regression).mp4	83.1 MB
025 NEW_ Making Predictions With Our Model (Regression)__en.srt	13.1 KB
026 NEW_ Evaluating A Machine Learning Model (Score) Part 1.mp4	38.3 MB
026 NEW_ Evaluating A Machine Learning Model (Score) Part 1__en.srt	14.9 KB
027 NEW_ Evaluating A Machine Learning Model (Score) Part 2.mp4	55.5 MB
027 NEW_ Evaluating A Machine Learning Model (Score) Part 2__en.srt	10.3 KB
028 Evaluating A Machine Learning Model 2 (Cross Validation).mp4	85.4 MB
028 Evaluating A Machine Learning Model 2 (Cross Validation)__en.srt	18.8 KB
029 Evaluating A Classification Model 1 (Accuracy).mp4	31.3 MB
029 Evaluating A Classification Model 1 (Accuracy)__en.srt	6.3 KB
030 Evaluating A Classification Model 2 (ROC Curve).mp4	59.1 MB
030 Evaluating A Classification Model 2 (ROC Curve)__en.srt	13.1 KB
031 Evaluating A Classification Model 3 (ROC Curve).mp4	50.0 MB
031 Evaluating A Classification Model 3 (ROC Curve)__en.srt	10.8 KB
032 Reading Extension_ ROC Curve + AUC.html	1.5 KB
033 Evaluating A Classification Model 4 (Confusion Matrix).mp4	81.5 MB
033 Evaluating A Classification Model 4 (Confusion Matrix)__en.srt	16.4 KB
034 NEW_ Evaluating A Classification Model 5 (Confusion Matrix).mp4	111.7 MB
034 NEW_ Evaluating A Classification Model 5 (Confusion Matrix)__en.srt	21.8 KB
035 Evaluating A Classification Model 6 (Classification Report).mp4	89.1 MB
035 Evaluating A Classification Model 6 (Classification Report)__en.srt	0.6 KB
035 Evaluating A Classification Model 6 (Classification Report)_en.vtt	13.3 KB
036 NEW_ Evaluating A Regression Model 1 (R2 Score).mp4	104.3 MB
036 NEW_ Evaluating A Regression Model 1 (R2 Score)__en.srt	15.4 KB
037 NEW_ Evaluating A Regression Model 2 (MAE).mp4	45.0 MB
037 NEW_ Evaluating A Regression Model 2 (MAE)__en.srt	10.5 KB
038 NEW_ Evaluating A Regression Model 3 (MSE).mp4	61.6 MB
038 NEW_ Evaluating A Regression Model 3 (MSE)__en.srt	14.0 KB
039 Machine Learning Model Evaluation.html	7.3 KB
040 NEW_ Evaluating A Model With Cross Validation and Scoring Parameter.mp4	235.8 MB
040 NEW_ Evaluating A Model With Cross Validation and Scoring Parameter__en.srt	37.3 KB
041 NEW_ Evaluating A Model With Scikit-learn Functions.mp4	136.7 MB
041 NEW_ Evaluating A Model With Scikit-learn Functions__en.srt	20.7 KB
042 Improving A Machine Learning Model.mp4	95.3 MB
042 Improving A Machine Learning Model__en.srt	15.6 KB
043 Tuning Hyperparameters.mp4	176.1 MB
043 Tuning Hyperparameters__en.srt	33.2 KB
044 Tuning Hyperparameters 2.mp4	122.5 MB
044 Tuning Hyperparameters 2__en.srt	18.6 KB
045 Tuning Hyperparameters 3.mp4	123.9 MB
045 Tuning Hyperparameters 3__en.srt	20.9 KB
046 Note_ Metric Comparison Improvement.html	2.2 KB
047 Quick Tip_ Correlation Analysis.mp4	17.1 MB
047 Quick Tip_ Correlation Analysis__en.srt	3.1 KB
048 Saving And Loading A Model.mp4	52.9 MB
048 Saving And Loading A Model__en.srt	10.5 KB
049 Saving And Loading A Model 2.mp4	50.0 MB
049 Saving And Loading A Model 2__en.srt	9.6 KB
050 Putting It All Together.mp4	150.2 MB
050 Putting It All Together__en.srt	9.8 KB
050 Putting It All Together_en.vtt	25.6 KB
051 Putting It All Together 2.mp4	119.7 MB
051 Putting It All Together 2__en.srt	17.2 KB
052 Scikit-Learn Practice.html	2.1 KB
22295379-scikit-learn-data.zip	21.3 KB
external-assets-links.txt	1.5 KB
/10 - Supervised Learning_ Classification + Regression/
001 Milestone Projects_.html	0.7 KB
/11 - Milestone Project 1_ Supervised Learning (Classification)/
001 Section Overview.mp4	3.4 MB
001 Section Overview__en.srt	3.2 KB
002 Project Overview.mp4	14.3 MB
002 Project Overview__en.srt	10.6 KB
003 Project Environment Setup.mp4	102.8 MB
003 Project Environment Setup__en.srt	15.5 KB
004 Optional_ Windows Project Environment Setup.mp4	36.2 MB
004 Optional_ Windows Project Environment Setup__en.srt	5.7 KB
005 Step 1~4 Framework Setup.mp4	107.3 MB
005 Step 1~4 Framework Setup__en.srt	18.0 KB
006 Getting Our Tools Ready.mp4	80.5 MB
006 Getting Our Tools Ready__en.srt	13.3 KB
007 Exploring Our Data.mp4	67.6 MB
007 Exploring Our Data__en.srt	12.0 KB
008 Finding Patterns.mp4	63.2 MB
008 Finding Patterns__en.srt	14.0 KB
009 Finding Patterns 2.mp4	98.9 MB
009 Finding Patterns 2__en.srt	24.7 KB
010 Finding Patterns 3.mp4	142.5 MB
010 Finding Patterns 3__en.srt	20.0 KB
011 Preparing Our Data For Machine Learning.mp4	73.8 MB
011 Preparing Our Data For Machine Learning__en.srt	13.4 KB
012 Choosing The Right Models.mp4	101.0 MB
012 Choosing The Right Models__en.srt	14.5 KB
013 Experimenting With Machine Learning Models.mp4	56.6 MB
013 Experimenting With Machine Learning Models__en.srt	10.1 KB
014 Tuning_Improving Our Model.mp4	107.8 MB
014 Tuning_Improving Our Model__en.srt	19.3 KB
015 Tuning Hyperparameters.mp4	111.4 MB
015 Tuning Hyperparameters__en.srt	16.7 KB
016 Tuning Hyperparameters 2.mp4	106.7 MB
016 Tuning Hyperparameters 2__en.srt	16.5 KB
017 Tuning Hyperparameters 3.mp4	64.5 MB
017 Tuning Hyperparameters 3__en.srt	10.5 KB
018 Quick Note_ Confusion Matrix Labels.html	1.1 KB
019 Evaluating Our Model.mp4	71.4 MB
019 Evaluating Our Model__en.srt	16.4 KB
020 Evaluating Our Model 2.mp4	36.3 MB
020 Evaluating Our Model 2__en.srt	8.3 KB
021 Evaluating Our Model 3.mp4	65.1 MB
021 Evaluating Our Model 3__en.srt	12.4 KB
022 Finding The Most Important Features.mp4	129.7 MB
022 Finding The Most Important Features__en.srt	24.2 KB
023 Reviewing The Project.mp4	88.9 MB
023 Reviewing The Project__en.srt	15.2 KB
21882974-heart-disease.csv	11.3 KB
external-assets-links.txt	0.6 KB
/12 - Milestone Project 2_ Supervised Learning (Time Series Data)/
001 Section Overview.mp4	3.9 MB
001 Section Overview__en.srt	1.9 KB
002 Project Overview.mp4	16.6 MB
002 Project Overview__en.srt	7.3 KB
003 Downloading the data for the next two projects.html	1.7 KB
004 Project Environment Setup.mp4	103.9 MB
004 Project Environment Setup__en.srt	16.7 KB
005 Step 1~4 Framework Setup.mp4	88.2 MB
005 Step 1~4 Framework Setup__en.srt	12.8 KB
006 Exploring Our Data.mp4	142.1 MB
006 Exploring Our Data__en.srt	21.9 KB
007 Exploring Our Data 2.mp4	53.2 MB
007 Exploring Our Data 2__en.srt	9.1 KB
008 Feature Engineering.mp4	165.0 MB
008 Feature Engineering__en.srt	22.9 KB
009 Turning Data Into Numbers.mp4	151.2 MB
009 Turning Data Into Numbers__en.srt	23.4 KB
010 Filling Missing Numerical Values.mp4	108.4 MB
010 Filling Missing Numerical Values__en.srt	18.0 KB
011 Filling Missing Categorical Values.mp4	67.7 MB
011 Filling Missing Categorical Values__en.srt	11.6 KB
012 Fitting A Machine Learning Model.mp4	56.1 MB
012 Fitting A Machine Learning Model__en.srt	11.4 KB
013 Splitting Data.mp4	38.8 MB
013 Splitting Data__en.srt	14.6 KB
014 Challenge_ What's wrong with splitting data after filling it_.html	1.8 KB
015 Custom Evaluation Function.mp4	70.8 MB
015 Custom Evaluation Function__en.srt	5.4 KB
015 Custom Evaluation Function_en.vtt	14.8 KB
016 Reducing Data.mp4	95.9 MB
016 Reducing Data__en.srt	15.8 KB
017 RandomizedSearchCV.mp4	75.6 MB
017 RandomizedSearchCV__en.srt	13.7 KB
018 Improving Hyperparameters.mp4	81.8 MB
018 Improving Hyperparameters__en.srt	12.1 KB
019 Preproccessing Our Data.mp4	120.2 MB
019 Preproccessing Our Data__en.srt	18.6 KB
020 Making Predictions.mp4	81.2 MB
020 Making Predictions__en.srt	11.5 KB
021 Feature Importance.mp4	147.4 MB
021 Feature Importance__en.srt	18.7 KB
external-assets-links.txt	0.8 KB
/13 - Data Engineering/
001 Data Engineering Introduction.mp4	6.9 MB
001 Data Engineering Introduction__en.srt	4.4 KB
002 What Is Data_.mp4	16.0 MB
002 What Is Data___en.srt	8.1 KB
003 What Is A Data Engineer_.mp4	10.0 MB
003 What Is A Data Engineer___en.srt	5.3 KB
004 What Is A Data Engineer 2_.mp4	25.4 MB
004 What Is A Data Engineer 2___en.srt	6.7 KB
005 What Is A Data Engineer 3_.mp4	13.8 MB
005 What Is A Data Engineer 3___en.srt	5.8 KB
006 What Is A Data Engineer 4_.mp4	7.8 MB
006 What Is A Data Engineer 4___en.srt	4.1 KB
007 Types Of Databases.mp4	25.5 MB
007 Types Of Databases__en.srt	9.0 KB
008 Quick Note_ Upcoming Video.html	0.5 KB
009 Optional_ OLTP Databases.mp4	71.6 MB
009 Optional_ OLTP Databases__en.srt	13.0 KB
010 Optional_ Learn SQL.html	0.4 KB
011 Hadoop, HDFS and MapReduce.mp4	5.4 MB
011 Hadoop, HDFS and MapReduce__en.srt	5.1 KB
012 Apache Spark and Apache Flink.mp4	2.8 MB
012 Apache Spark and Apache Flink__en.srt	2.4 KB
013 Kafka and Stream Processing.mp4	15.1 MB
013 Kafka and Stream Processing__en.srt	5.3 KB
external-assets-links.txt	0.2 KB
/14 - Neural Networks_ Deep Learning, Transfer Learning and TensorFlow 2/
001 Section Overview.mp4	4.5 MB
001 Section Overview__en.srt	2.9 KB
002 Deep Learning and Unstructured Data.mp4	73.2 MB
002 Deep Learning and Unstructured Data__en.srt	21.5 KB
003 Setting Up With Google.html	0.6 KB
004 Setting Up Google Colab.mp4	77.3 MB
004 Setting Up Google Colab__en.srt	10.6 KB
005 Google Colab Workspace.mp4	33.8 MB
005 Google Colab Workspace__en.srt	6.5 KB
006 Uploading Project Data.mp4	52.6 MB
006 Uploading Project Data__en.srt	9.7 KB
007 Setting Up Our Data.mp4	43.4 MB
007 Setting Up Our Data__en.srt	6.8 KB
008 Setting Up Our Data 2.mp4	22.0 MB
008 Setting Up Our Data 2__en.srt	2.4 KB
009 Importing TensorFlow 2.mp4	120.0 MB
009 Importing TensorFlow 2__en.srt	18.4 KB
010 Optional_ TensorFlow 2.0 Default Issue.mp4	14.7 MB
010 Optional_ TensorFlow 2.0 Default Issue__en.srt	4.7 KB
011 Using A GPU.mp4	82.7 MB
011 Using A GPU__en.srt	13.3 KB
012 Optional_ GPU and Google Colab.mp4	40.2 MB
012 Optional_ GPU and Google Colab__en.srt	6.5 KB
013 Optional_ Reloading Colab Notebook.mp4	75.4 MB
013 Optional_ Reloading Colab Notebook__en.srt	9.0 KB
014 Loading Our Data Labels.mp4	117.8 MB
014 Loading Our Data Labels__en.srt	16.7 KB
015 Preparing The Images.mp4	138.5 MB
015 Preparing The Images__en.srt	15.4 KB
016 Turning Data Labels Into Numbers.mp4	110.1 MB
016 Turning Data Labels Into Numbers__en.srt	14.6 KB
017 Creating Our Own Validation Set.mp4	58.2 MB
017 Creating Our Own Validation Set__en.srt	12.0 KB
018 Preprocess Images.mp4	92.4 MB
018 Preprocess Images__en.srt	14.0 KB
019 Preprocess Images 2.mp4	91.4 MB
019 Preprocess Images 2__en.srt	14.3 KB
020 Turning Data Into Batches.mp4	78.2 MB
020 Turning Data Into Batches__en.srt	12.7 KB
021 Turning Data Into Batches 2.mp4	133.2 MB
021 Turning Data Into Batches 2__en.srt	22.3 KB
022 Visualizing Our Data.mp4	125.9 MB
022 Visualizing Our Data__en.srt	15.7 KB
023 Preparing Our Inputs and Outputs.mp4	50.3 MB
023 Preparing Our Inputs and Outputs__en.srt	8.2 KB
024 Optional_ How machines learn and what's going on behind the scenes_.html	2.8 KB
025 Building A Deep Learning Model.mp4	126.0 MB
025 Building A Deep Learning Model__en.srt	17.7 KB
026 Building A Deep Learning Model 2.mp4	92.9 MB
026 Building A Deep Learning Model 2__en.srt	13.3 KB
027 Building A Deep Learning Model 3.mp4	110.5 MB
027 Building A Deep Learning Model 3__en.srt	12.8 KB
028 Building A Deep Learning Model 4.mp4	75.5 MB
028 Building A Deep Learning Model 4__en.srt	13.1 KB
029 Summarizing Our Model.mp4	46.5 MB
029 Summarizing Our Model__en.srt	6.3 KB
030 Evaluating Our Model.mp4	70.4 MB
030 Evaluating Our Model__en.srt	11.7 KB
031 Preventing Overfitting.mp4	37.0 MB
031 Preventing Overfitting__en.srt	5.8 KB
032 Training Your Deep Neural Network.mp4	171.0 MB
032 Training Your Deep Neural Network__en.srt	25.6 KB
033 Evaluating Performance With TensorBoard.mp4	76.9 MB
033 Evaluating Performance With TensorBoard__en.srt	10.4 KB
034 Make And Transform Predictions.mp4	161.2 MB
034 Make And Transform Predictions__en.srt	20.8 KB
035 Transform Predictions To Text.mp4	132.4 MB
035 Transform Predictions To Text__en.srt	19.7 KB
036 Visualizing Model Predictions.mp4	121.3 MB
036 Visualizing Model Predictions__en.srt	18.5 KB
037 Visualizing And Evaluate Model Predictions 2.mp4	147.1 MB
037 Visualizing And Evaluate Model Predictions 2__en.srt	18.9 KB
038 Visualizing And Evaluate Model Predictions 3.mp4	118.0 MB
038 Visualizing And Evaluate Model Predictions 3__en.srt	14.7 KB
039 Saving And Loading A Trained Model.mp4	130.9 MB
039 Saving And Loading A Trained Model__en.srt	17.7 KB
040 Training Model On Full Dataset.mp4	50.9 MB
040 Training Model On Full Dataset__en.srt	20.7 KB
041 Making Predictions On Test Images.mp4	125.9 MB
041 Making Predictions On Test Images__en.srt	21.8 KB
042 Submitting Model to Kaggle.mp4	106.9 MB
042 Submitting Model to Kaggle__en.srt	17.7 KB
043 Making Predictions On Our Images.mp4	125.2 MB
043 Making Predictions On Our Images__en.srt	20.7 KB
044 Finishing Dog Vision_ Where to next_.html	4.0 KB
external-assets-links.txt	4.3 KB
/15 - Storytelling + Communication_ How To Present Your Work/
001 Section Overview.mp4	3.6 MB
001 Section Overview__en.srt	3.5 KB
002 Communicating Your Work.mp4	8.8 MB
002 Communicating Your Work__en.srt	5.0 KB
003 Communicating With Managers.mp4	7.0 MB
003 Communicating With Managers__en.srt	4.6 KB
004 Communicating With Co-Workers.mp4	7.7 MB
004 Communicating With Co-Workers__en.srt	5.6 KB
005 Weekend Project Principle.mp4	10.8 MB
005 Weekend Project Principle__en.srt	9.2 KB
006 Communicating With Outside World.mp4	6.6 MB
006 Communicating With Outside World__en.srt	4.7 KB
007 Storytelling.mp4	5.1 MB
007 Storytelling__en.srt	4.2 KB
008 Communicating and sharing your work_ Further reading.html	3.2 KB
external-assets-links.txt	0.4 KB
/16 - Career Advice + Extra Bits/
001 Endorsements On LinkedIn.html	2.1 KB
002 Quick Note_ Upcoming Video.html	0.6 KB
003 What If I Don't Have Enough Experience_.mp4	154.5 MB
003 What If I Don't Have Enough Experience___en.srt	5.3 KB
003 What If I Don't Have Enough Experience__en.vtt	18.3 KB
004 Learning Guideline.html	0.3 KB
005 Quick Note_ Upcoming Videos.html	0.6 KB
006 JTS_ Learn to Learn.mp4	2.8 MB
006 JTS_ Learn to Learn__en.srt	2.5 KB
007 JTS_ Start With Why.mp4	7.8 MB
007 JTS_ Start With Why__en.srt	3.0 KB
008 Quick Note_ Upcoming Videos.html	0.4 KB
009 CWD_ Git + Github.mp4	184.8 MB
009 CWD_ Git + Github__en.srt	22.0 KB
010 CWD_ Git + Github 2.mp4	107.6 MB
010 CWD_ Git + Github 2__en.srt	19.9 KB
011 Contributing To Open Source.mp4	114.7 MB
011 Contributing To Open Source__en.srt	17.9 KB
012 Contributing To Open Source 2.mp4	118.5 MB
012 Contributing To Open Source 2__en.srt	10.7 KB
013 Coding Challenges.html	0.9 KB
014 Exercise_ Contribute To Open Source.html	1.5 KB
/17 - Learn Python/
001 What Is A Programming Language.mp4	19.7 MB
001 What Is A Programming Language__en.srt	7.4 KB
002 Python Interpreter.mp4	71.9 MB
002 Python Interpreter__en.srt	9.0 KB
003 How To Run Python Code.mp4	38.2 MB
003 How To Run Python Code__en.srt	7.0 KB
004 Our First Python Program.mp4	31.3 MB
004 Our First Python Program__en.srt	9.3 KB
005 Latest Version Of Python.mp4	7.3 MB
005 Latest Version Of Python__en.srt	2.8 KB
006 Python 2 vs Python 3.mp4	69.0 MB
006 Python 2 vs Python 3__en.srt	8.6 KB
007 Exercise_ How Does Python Work_.mp4	9.8 MB
007 Exercise_ How Does Python Work___en.srt	3.0 KB
008 Learning Python.mp4	6.9 MB
008 Learning Python__en.srt	2.8 KB
009 Python Data Types.mp4	12.5 MB
009 Python Data Types__en.srt	5.9 KB
010 How To Succeed.html	0.3 KB
011 Numbers.mp4	57.7 MB
011 Numbers__en.srt	12.3 KB
012 Math Functions.mp4	27.2 MB
012 Math Functions__en.srt	5.7 KB
013 DEVELOPER FUNDAMENTALS_ I.mp4	50.0 MB
013 DEVELOPER FUNDAMENTALS_ I__en.srt	5.6 KB
014 Operator Precedence.mp4	6.1 MB
014 Operator Precedence__en.srt	3.5 KB
015 Exercise_ Operator Precedence.html	0.7 KB
016 Optional_ bin() and complex.mp4	11.2 MB
016 Optional_ bin() and complex__en.srt	5.2 KB
017 Variables.mp4	59.6 MB
017 Variables__en.srt	17.0 KB
018 Expressions vs Statements.mp4	3.3 MB
018 Expressions vs Statements__en.srt	1.9 KB
019 Augmented Assignment Operator.mp4	5.9 MB
019 Augmented Assignment Operator__en.srt	3.3 KB
020 Strings.mp4	11.7 MB
020 Strings__en.srt	6.7 KB
021 String Concatenation.mp4	2.3 MB
021 String Concatenation__en.srt	1.4 KB
022 Type Conversion.mp4	15.3 MB
022 Type Conversion__en.srt	3.5 KB
023 Escape Sequences.mp4	9.1 MB
023 Escape Sequences__en.srt	5.3 KB
024 Formatted Strings.mp4	22.9 MB
024 Formatted Strings__en.srt	9.9 KB
025 String Indexes.mp4	18.3 MB
025 String Indexes__en.srt	10.1 KB
026 Immutability.mp4	8.6 MB
026 Immutability__en.srt	3.7 KB
027 Built-In Functions + Methods.mp4	46.2 MB
027 Built-In Functions + Methods__en.srt	11.4 KB
028 Booleans.mp4	7.8 MB
028 Booleans__en.srt	4.2 KB
029 Exercise_ Type Conversion.mp4	22.8 MB
029 Exercise_ Type Conversion__en.srt	9.3 KB
030 DEVELOPER FUNDAMENTALS_ II.mp4	19.6 MB
030 DEVELOPER FUNDAMENTALS_ II__en.srt	5.7 KB
031 Exercise_ Password Checker.mp4	22.3 MB
031 Exercise_ Password Checker__en.srt	8.3 KB
032 Lists.mp4	9.3 MB
032 Lists__en.srt	6.1 KB
033 List Slicing.mp4	18.4 MB
033 List Slicing__en.srt	8.9 KB
034 Matrix.mp4	9.1 MB
034 Matrix__en.srt	4.9 KB
035 List Methods.mp4	42.1 MB
035 List Methods__en.srt	12.1 KB
036 List Methods 2.mp4	18.5 MB
036 List Methods 2__en.srt	5.3 KB
037 List Methods 3.mp4	25.6 MB
037 List Methods 3__en.srt	5.6 KB
038 Common List Patterns.mp4	17.6 MB
038 Common List Patterns__en.srt	6.7 KB
039 List Unpacking.mp4	6.5 MB
039 List Unpacking__en.srt	3.2 KB
040 None.mp4	3.2 MB
040 None__en.srt	2.3 KB
041 Dictionaries.mp4	13.1 MB
041 Dictionaries__en.srt	8.2 KB
042 DEVELOPER FUNDAMENTALS_ III.mp4	9.1 MB
042 DEVELOPER FUNDAMENTALS_ III__en.srt	3.6 KB
043 Dictionary Keys.mp4	8.3 MB
043 Dictionary Keys__en.srt	4.1 KB
044 Dictionary Methods.mp4	10.6 MB
044 Dictionary Methods__en.srt	5.9 KB
045 Dictionary Methods 2.mp4	29.6 MB
045 Dictionary Methods 2__en.srt	7.9 KB
046 Tuples.mp4	10.5 MB
046 Tuples__en.srt	6.2 KB
047 Tuples 2.mp4	6.6 MB
047 Tuples 2__en.srt	3.6 KB
048 Sets.mp4	25.4 MB
048 Sets__en.srt	9.2 KB
049 Sets 2.mp4	55.0 MB
049 Sets 2__en.srt	10.3 KB
external-assets-links.txt	1.2 KB
/18 - Learn Python Part 2/
001 Breaking The Flow.mp4	7.8 MB
001 Breaking The Flow__en.srt	3.1 KB
002 Conditional Logic.mp4	59.3 MB
002 Conditional Logic__en.srt	16.8 KB
003 Indentation In Python.mp4	11.9 MB
003 Indentation In Python__en.srt	5.6 KB
004 Truthy vs Falsey.mp4	38.1 MB
004 Truthy vs Falsey__en.srt	6.5 KB
005 Ternary Operator.mp4	8.7 MB
005 Ternary Operator__en.srt	5.1 KB
006 Short Circuiting.mp4	8.5 MB
006 Short Circuiting__en.srt	4.9 KB
007 Logical Operators.mp4	15.3 MB
007 Logical Operators__en.srt	8.8 KB
008 Exercise_ Logical Operators.mp4	20.0 MB
008 Exercise_ Logical Operators__en.srt	8.9 KB
009 is vs ==.mp4	15.8 MB
009 is vs ==__en.srt	9.1 KB
010 For Loops.mp4	17.2 MB
010 For Loops__en.srt	8.3 KB
011 Iterables.mp4	24.7 MB
011 Iterables__en.srt	7.4 KB
012 Exercise_ Tricky Counter.mp4	5.8 MB
012 Exercise_ Tricky Counter__en.srt	3.9 KB
013 range().mp4	21.8 MB
013 range()__en.srt	6.4 KB
014 enumerate().mp4	9.9 MB
014 enumerate()__en.srt	5.1 KB
015 While Loops.mp4	14.6 MB
015 While Loops__en.srt	7.9 KB
016 While Loops 2.mp4	12.0 MB
016 While Loops 2__en.srt	7.1 KB
017 break, continue, pass.mp4	9.7 MB
017 break, continue, pass__en.srt	5.6 KB
018 Our First GUI.mp4	48.3 MB
018 Our First GUI__en.srt	11.1 KB
019 DEVELOPER FUNDAMENTALS_ IV.mp4	25.9 MB
019 DEVELOPER FUNDAMENTALS_ IV__en.srt	8.4 KB
020 Exercise_ Find Duplicates.mp4	8.9 MB
020 Exercise_ Find Duplicates__en.srt	4.5 KB
021 Functions.mp4	22.3 MB
021 Functions__en.srt	9.6 KB
022 Parameters and Arguments.mp4	9.8 MB
022 Parameters and Arguments__en.srt	5.1 KB
023 Default Parameters and Keyword Arguments.mp4	19.0 MB
023 Default Parameters and Keyword Arguments__en.srt	6.4 KB
024 return.mp4	38.6 MB
024 return__en.srt	16.3 KB
025 Exercise_ Tesla.html	0.4 KB
026 Methods vs Functions.mp4	27.6 MB
026 Methods vs Functions__en.srt	5.9 KB
027 Docstrings.mp4	10.7 MB
027 Docstrings__en.srt	4.6 KB
028 Clean Code.mp4	18.4 MB
028 Clean Code__en.srt	5.6 KB
029 _args and __kwargs.mp4	34.4 MB
029 _args and __kwargs__en.srt	8.6 KB
030 Exercise_ Functions.mp4	11.2 MB
030 Exercise_ Functions__en.srt	5.1 KB
031 Scope.mp4	8.5 MB
031 Scope__en.srt	4.1 KB
032 Scope Rules.mp4	19.8 MB
032 Scope Rules__en.srt	8.4 KB
033 global Keyword.mp4	22.4 MB
033 global Keyword__en.srt	7.4 KB
034 nonlocal Keyword.mp4	9.8 MB
034 nonlocal Keyword__en.srt	4.2 KB
035 Why Do We Need Scope_.mp4	9.1 MB
035 Why Do We Need Scope___en.srt	5.0 KB
036 Pure Functions.mp4	31.5 MB
036 Pure Functions__en.srt	11.1 KB
037 map().mp4	35.1 MB
037 map()__en.srt	7.2 KB
038 filter().mp4	10.4 MB
038 filter()__en.srt	5.6 KB
039 zip().mp4	10.7 MB
039 zip()__en.srt	3.5 KB
040 reduce().mp4	24.9 MB
040 reduce()__en.srt	9.4 KB
041 List Comprehensions.mp4	25.5 MB
041 List Comprehensions__en.srt	10.1 KB
042 Set Comprehensions.mp4	17.9 MB
042 Set Comprehensions__en.srt	7.1 KB
043 Exercise_ Comprehensions.mp4	10.1 MB
043 Exercise_ Comprehensions__en.srt	5.4 KB
044 Python Exam_ Testing Your Understanding.html	1.1 KB
045 Modules in Python.mp4	81.9 MB
045 Modules in Python__en.srt	13.7 KB
046 Quick Note_ Upcoming Videos.html	0.4 KB
047 Optional_ PyCharm.mp4	26.6 MB
047 Optional_ PyCharm__en.srt	10.9 KB
048 Packages in Python.mp4	64.8 MB
048 Packages in Python__en.srt	13.4 KB
049 Different Ways To Import.mp4	25.1 MB
049 Different Ways To Import__en.srt	8.4 KB
050 Next Steps.html	1.0 KB
051 Bonus Resource_ Python Cheatsheet.html	0.5 KB
external-assets-links.txt	0.3 KB
/19 - Extra_ Learn Advanced Statistics and Mathematics for FREE_/
001 Statistics and Mathematics.html	0.7 KB
/20 - Where To Go From Here_/
001 Become An Alumni.html	0.9 KB
002 Thank You.mp4	4.7 MB
002 Thank You__en.srt	3.8 KB
003 Thank You Part 2.html	0.7 KB
/21 - BONUS SECTION/
001 Bonus Lecture.html	1.2 KB
Total files 735