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16 Career Advice + Extra Bits/261 CWD_ Git + Github.mp4 363.28 MB
01 Introduction/001 Course Outline.mp4 144.64 MB
01 Introduction/002 Join Our Online Classroom!.html 2.78 KB
01 Introduction/003 Exercise_ Meet The Community.html 2.98 KB
01 Introduction/004 Your First Day.en_US.srt 5.05 KB
01 Introduction/004 Your First Day.mp4 43.05 MB
02 Machine Learning 101/005 What Is Machine Learning_.en_US.srt 8.33 KB
02 Machine Learning 101/005 What Is Machine Learning_.mp4 29.96 MB
02 Machine Learning 101/006 AI_Machine Learning_Data Science.en_US.srt 6.13 KB
02 Machine Learning 101/006 AI_Machine Learning_Data Science.mp4 22.75 MB
02 Machine Learning 101/007 Exercise_ Machine Learning Playground.en_US.srt 7.76 KB
02 Machine Learning 101/007 Exercise_ Machine Learning Playground.mp4 65.73 MB
02 Machine Learning 101/007 Teachable-Machine.txt 41 B
02 Machine Learning 101/008 How Did We Get Here_.en_US.srt 6.83 KB
02 Machine Learning 101/008 How Did We Get Here_.mp4 39.17 MB
02 Machine Learning 101/009 Exercise_ YouTube Recommendation Engine.en_US.srt 5.41 KB
02 Machine Learning 101/009 Exercise_ YouTube Recommendation Engine.mp4 13.12 MB
02 Machine Learning 101/009 Machine-Learning-Playground.txt 28 B
02 Machine Learning 101/010 Types of Machine Learning.en_US.srt 5.09 KB
02 Machine Learning 101/010 Types of Machine Learning.mp4 15.04 MB
02 Machine Learning 101/011 Are You Getting It Yet_.html 645 B
02 Machine Learning 101/012 What Is Machine Learning_ Round 2.en_US.srt 5.86 KB
02 Machine Learning 101/012 What Is Machine Learning_ Round 2.mp4 19.15 MB
02 Machine Learning 101/013 Section Review.en_US.srt 2.25 KB
02 Machine Learning 101/013 Section Review.mp4 4.06 MB
03 Machine Learning and Data Science Framework/014 Section Overview.en_US.srt 4.48 KB
03 Machine Learning and Data Science Framework/014 Section Overview.mp4 9.63 MB
03 Machine Learning and Data Science Framework/015 Introducing Our Framework.en_US.srt 3.57 KB
03 Machine Learning and Data Science Framework/015 Introducing Our Framework.mp4 6.36 MB
03 Machine Learning and Data Science Framework/016 6 Step Machine Learning Framework.en_US.srt 6.4 KB
03 Machine Learning and Data Science Framework/016 6 Step Machine Learning Framework.mp4 15.22 MB
03 Machine Learning and Data Science Framework/016 A-6-Step-Field-Guide-for-Machine-Learning-Modelling-blog-post-.txt 87 B
03 Machine Learning and Data Science Framework/017 Types of Machine Learning Problems.en_US.srt 13.51 KB
03 Machine Learning and Data Science Framework/017 Types of Machine Learning Problems.mp4 33.12 MB
03 Machine Learning and Data Science Framework/018 Types of Data.en_US.srt 6.29 KB
03 Machine Learning and Data Science Framework/018 Types of Data.mp4 33.5 MB
03 Machine Learning and Data Science Framework/019 Types of Evaluation.en_US.srt 4.19 KB
03 Machine Learning and Data Science Framework/019 Types of Evaluation.mp4 9.79 MB
03 Machine Learning and Data Science Framework/020 Features In Data.en_US.srt 6.51 KB
03 Machine Learning and Data Science Framework/020 Features In Data.mp4 24.47 MB
03 Machine Learning and Data Science Framework/021 Modelling - Splitting Data.en_US.srt 7.43 KB
03 Machine Learning and Data Science Framework/021 Modelling - Splitting Data.mp4 16.75 MB
03 Machine Learning and Data Science Framework/022 Modelling - Picking the Model.en_US.srt 5.98 KB
03 Machine Learning and Data Science Framework/022 Modelling - Picking the Model.mp4 13.1 MB
03 Machine Learning and Data Science Framework/023 Modelling - Tuning.en_US.srt 4.67 KB
03 Machine Learning and Data Science Framework/023 Modelling - Tuning.mp4 9.28 MB
03 Machine Learning and Data Science Framework/024 Modelling - Comparison.en_US.srt 12.61 KB
03 Machine Learning and Data Science Framework/024 Modelling - Comparison.mp4 27.28 MB
03 Machine Learning and Data Science Framework/025 Overfitting and Underfitting Definitions.html 2.21 KB
03 Machine Learning and Data Science Framework/026 Experimentation.en_US.srt 4.78 KB
03 Machine Learning and Data Science Framework/026 Experimentation.mp4 18.89 MB
03 Machine Learning and Data Science Framework/027 Tools We Will Use.en_US.srt 5.77 KB
03 Machine Learning and Data Science Framework/027 Tools We Will Use.mp4 20.53 MB
03 Machine Learning and Data Science Framework/028 Optional_ Elements of AI.html 1.43 KB
04 The 2 Paths/029 The 2 Paths.en_US.srt 4.52 KB
04 The 2 Paths/029 The 2 Paths.mp4 6.99 MB
04 The 2 Paths/030 Python + Machine Learning Monthly.html 1.19 KB
05 Data Science Environment Setup/031 Section Overview.en_US.srt 2.02 KB
05 Data Science Environment Setup/031 Section Overview.mp4 3.93 MB
05 Data Science Environment Setup/032 Introducing Our Tools.en_US.srt 4.18 KB
05 Data Science Environment Setup/032 Introducing Our Tools.mp4 16.38 MB
05 Data Science Environment Setup/033 conda-cheatsheet.pdf 201.29 KB
05 Data Science Environment Setup/033 Conda-documentation.txt 33 B
05 Data Science Environment Setup/033 Getting-started-with-Conda-documentation-.txt 79 B
05 Data Science Environment Setup/033 Getting-your-computer-ready-for-machine-learning-How-what-and-why-you-should-use-Anaconda-Miniconda-and-Conda-blog-post-.txt 107 B
05 Data Science Environment Setup/033 What is Conda_.en_US.srt 3.29 KB
05 Data Science Environment Setup/033 What is Conda_.mp4 7.38 MB
05 Data Science Environment Setup/034 Conda Environments.en_US.srt 5.92 KB
05 Data Science Environment Setup/034 Conda Environments.mp4 24.72 MB
05 Data Science Environment Setup/035 Mac Environment Setup.en_US.srt 23.06 KB
05 Data Science Environment Setup/035 Mac Environment Setup.mp4 262.6 MB
05 Data Science Environment Setup/035 Miniconda-download-documentation.txt 47 B
05 Data Science Environment Setup/036 Mac Environment Setup 2.en_US.srt 19.87 KB
05 Data Science Environment Setup/036 Mac Environment Setup 2.mp4 223.67 MB
05 Data Science Environment Setup/037 Miniconda-download-documentation.txt 47 B
05 Data Science Environment Setup/037 Windows Environment Setup.en_US.srt 7.33 KB
05 Data Science Environment Setup/037 Windows Environment Setup.mp4 59.4 MB
05 Data Science Environment Setup/038 Windows Environment Setup 2.en_US.srt 30.38 KB
05 Data Science Environment Setup/038 Windows Environment Setup 2.mp4 349.11 MB
05 Data Science Environment Setup/039 Linux Environment Setup.html 1.5 KB
05 Data Science Environment Setup/040 Conda-documentation-on-sharing-an-environment.txt 112 B
05 Data Science Environment Setup/040 Sharing your Conda Environment.html 2.9 KB
05 Data Science Environment Setup/041 6-step-ml-framework.png 324.24 KB
05 Data Science Environment Setup/041 Dataquest-Jupyter-Notebook-for-Beginners-Tutorial.txt 57 B
05 Data Science Environment Setup/041 heart-disease.csv 11.06 KB
05 Data Science Environment Setup/041 Jupyter Notebook Walkthrough.en_US.srt 14.54 KB
05 Data Science Environment Setup/041 Jupyter Notebook Walkthrough.mp4 102.55 MB
05 Data Science Environment Setup/041 Jupyter-Notebook-documentation.txt 51 B
05 Data Science Environment Setup/042 Jupyter Notebook Walkthrough 2.en_US.srt 21.57 KB
05 Data Science Environment Setup/042 Jupyter Notebook Walkthrough 2.mp4 152.98 MB
05 Data Science Environment Setup/043 Jupyter Notebook Walkthrough 3.en_US.srt 11.03 KB
05 Data Science Environment Setup/043 Jupyter Notebook Walkthrough 3.mp4 127.78 MB
06 Pandas_ Data Analysis/044 Section Overview.en_US.srt 3.59 KB
06 Pandas_ Data Analysis/044 Section Overview.mp4 7.83 MB
06 Pandas_ Data Analysis/045 Downloading Workbooks and Assignments.html 1.42 KB
06 Pandas_ Data Analysis/046 10-minutes-to-pandas-from-the-pandas-documentation-.txt 72 B
06 Pandas_ Data Analysis/046 Introduction-to-Pandas-Jupyter-Notebook-from-the-upcoming-videos-.txt 131 B
06 Pandas_ Data Analysis/046 Introduction-to-Pandas-Jupyter-Notebook-with-annotations-.txt 125 B
06 Pandas_ Data Analysis/046 Pandas Introduction.en_US.srt 6.72 KB
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06 Pandas_ Data Analysis/046 Pandas-Documentation.txt 46 B
06 Pandas_ Data Analysis/047 pandas-anatomy-of-a-dataframe.png 333.24 KB
06 Pandas_ Data Analysis/047 Series, Data Frames and CSVs.en_US.srt 16.2 KB
06 Pandas_ Data Analysis/047 Series, Data Frames and CSVs.mp4 166.07 MB
06 Pandas_ Data Analysis/048 Data from URLs.html 1.57 KB
06 Pandas_ Data Analysis/049 Describing Data with Pandas.en_US.srt 13.03 KB
06 Pandas_ Data Analysis/049 Describing Data with Pandas.mp4 112.57 MB
06 Pandas_ Data Analysis/050 car-sales.csv 369 B
06 Pandas_ Data Analysis/050 Selecting and Viewing Data with Pandas.en_US.srt 13.97 KB
06 Pandas_ Data Analysis/050 Selecting and Viewing Data with Pandas.mp4 106.88 MB
06 Pandas_ Data Analysis/051 Selecting and Viewing Data with Pandas Part 2.en_US.srt 17.21 KB
06 Pandas_ Data Analysis/051 Selecting and Viewing Data with Pandas Part 2.mp4 187.25 MB
06 Pandas_ Data Analysis/052 car-sales-missing-data.csv 287 B
06 Pandas_ Data Analysis/052 Jake-VanderPlass-Data-Manipulation-with-Pandas.txt 86 B
06 Pandas_ Data Analysis/052 Manipulating Data.en_US.srt 17.33 KB
06 Pandas_ Data Analysis/052 Manipulating Data.mp4 181.28 MB
06 Pandas_ Data Analysis/053 Manipulating Data 2.en_US.srt 13.27 KB
06 Pandas_ Data Analysis/053 Manipulating Data 2.mp4 156.04 MB
06 Pandas_ Data Analysis/053 pandas-anatomy-of-a-dataframe.png 333.24 KB
06 Pandas_ Data Analysis/054 Introduction-to-Pandas-Jupyter-Notebook-from-the-videos-.txt 131 B
06 Pandas_ Data Analysis/054 Introduction-to-Pandas-Jupyter-Notebook-with-annotations-.txt 125 B
06 Pandas_ Data Analysis/054 Manipulating Data 3.en_US.srt 13.15 KB
06 Pandas_ Data Analysis/054 Manipulating Data 3.mp4 137.81 MB
06 Pandas_ Data Analysis/055 Assignment_ Pandas Practice.html 2.52 KB
06 Pandas_ Data Analysis/056 Course-notebooks-Github.txt 48 B
06 Pandas_ Data Analysis/056 Google-Colab.txt 35 B
06 Pandas_ Data Analysis/056 How To Download The Course Assignments.en_US.srt 10.62 KB
06 Pandas_ Data Analysis/056 How To Download The Course Assignments.mp4 45.44 MB
07 NumPy/057 Section Overview.en_US.srt 3 KB
07 NumPy/057 Section Overview.mp4 22.55 MB
07 NumPy/058 Introduction-to-NumPy-Jupyter-Notebook-from-the-upcoming-videos-.txt 130 B
07 NumPy/058 Introduction-to-NumPy-Jupyter-Notebook-with-annotations-.txt 124 B
07 NumPy/058 NumPy Introduction.en_US.srt 7.22 KB
07 NumPy/058 NumPy Introduction.mp4 21.62 MB
07 NumPy/058 NumPy-Documentation.txt 23 B
07 NumPy/059 Quick Note_ Correction In Next Video.html 1.74 KB
07 NumPy/060 NumPy DataTypes and Attributes.en_US.srt 18.43 KB
07 NumPy/060 NumPy DataTypes and Attributes.mp4 94.05 MB
07 NumPy/061 Creating NumPy Arrays.en_US.srt 11.86 KB
07 NumPy/061 Creating NumPy Arrays.mp4 77.89 MB
07 NumPy/062 NumPy Random Seed.en_US.srt 9.31 KB
07 NumPy/062 NumPy Random Seed.mp4 61.99 MB
07 NumPy/063 Viewing Arrays and Matrices.en_US.srt 12.33 KB
07 NumPy/063 Viewing Arrays and Matrices.mp4 104.01 MB
07 NumPy/064 Manipulating Arrays.en_US.srt 15.49 KB
07 NumPy/064 Manipulating Arrays.mp4 119.44 MB
07 NumPy/064 Standard-deviation-and-variance-explained.txt 56 B
07 NumPy/065 Manipulating Arrays 2.en_US.srt 11.03 KB
07 NumPy/065 Manipulating Arrays 2.mp4 101.87 MB
07 NumPy/065 Standard-deviation-and-variance-explained.txt 56 B
07 NumPy/066 Standard Deviation and Variance.en_US.srt 8.95 KB
07 NumPy/066 Standard Deviation and Variance.mp4 61.83 MB
07 NumPy/066 Standard-deviation-and-variance-explained.txt 56 B
07 NumPy/067 Reshape and Transpose.en_US.srt 9.11 KB
07 NumPy/067 Reshape and Transpose.mp4 91.58 MB
07 NumPy/068 Dot Product vs Element Wise.en_US.srt 14.68 KB
07 NumPy/068 Dot Product vs Element Wise.mp4 122.83 MB
07 NumPy/068 Matrix-Multiplication-Explained.txt 59 B
07 NumPy/069 Exercise_ Nut Butter Store Sales.en_US.srt 16.21 KB
07 NumPy/069 Exercise_ Nut Butter Store Sales.mp4 135.03 MB
07 NumPy/070 Comparison Operators.en_US.srt 5 KB
07 NumPy/070 Comparison Operators.mp4 38.52 MB
07 NumPy/071 Sorting Arrays.en_US.srt 8.4 KB
07 NumPy/071 Sorting Arrays.mp4 39.31 MB
07 NumPy/072 Introduction-to-NumPy-Jupyter-Notebook-from-the-videos-.txt 130 B
07 NumPy/072 Introduction-to-NumPy-Jupyter-Notebook-with-annotations-.txt 124 B
07 NumPy/072 numpy-images.zip 7.27 MB
07 NumPy/072 Turn Images Into NumPy Arrays.en_US.srt 9.98 KB
07 NumPy/072 Turn Images Into NumPy Arrays.mp4 165.01 MB
07 NumPy/073 Assignment_ NumPy Practice.html 2.64 KB
07 NumPy/074 Optional_ Extra NumPy resources.html 1.5 KB
08 Matplotlib_ Plotting and Data Visualization/075 Section Overview.en_US.srt 2.57 KB
08 Matplotlib_ Plotting and Data Visualization/075 Section Overview.mp4 6.09 MB
08 Matplotlib_ Plotting and Data Visualization/076 Introduction-to-Matplotlib-Jupyter-Notebook-from-the-upcoming-videos-.txt 135 B
08 Matplotlib_ Plotting and Data Visualization/076 Matplotlib Introduction.en_US.srt 7.72 KB
08 Matplotlib_ Plotting and Data Visualization/076 Matplotlib Introduction.mp4 35.02 MB
08 Matplotlib_ Plotting and Data Visualization/076 Matplotlib-Documentation.txt 43 B
08 Matplotlib_ Plotting and Data Visualization/077 Importing And Using Matplotlib.en_US.srt 15.38 KB
08 Matplotlib_ Plotting and Data Visualization/077 Importing And Using Matplotlib.mp4 147.2 MB
08 Matplotlib_ Plotting and Data Visualization/078 Anatomy Of A Matplotlib Figure.en_US.srt 13.53 KB
08 Matplotlib_ Plotting and Data Visualization/078 Anatomy Of A Matplotlib Figure.mp4 91.76 MB
08 Matplotlib_ Plotting and Data Visualization/078 matplotlib-anatomy-of-a-plot-with-code.png 654.77 KB
08 Matplotlib_ Plotting and Data Visualization/078 matplotlib-anatomy-of-a-plot.png 369.39 KB
08 Matplotlib_ Plotting and Data Visualization/079 Scatter Plot And Bar Plot.en_US.srt 14.02 KB
08 Matplotlib_ Plotting and Data Visualization/079 Scatter Plot And Bar Plot.mp4 75.53 MB
08 Matplotlib_ Plotting and Data Visualization/080 Histograms And Subplots.en_US.srt 11.88 KB
08 Matplotlib_ Plotting and Data Visualization/080 Histograms And Subplots.mp4 98.43 MB
08 Matplotlib_ Plotting and Data Visualization/081 Subplots Option 2.en_US.srt 6.12 KB
08 Matplotlib_ Plotting and Data Visualization/081 Subplots Option 2.mp4 54.63 MB
08 Matplotlib_ Plotting and Data Visualization/082 Quick Tip_ Data Visualizations.en_US.srt 2.25 KB
08 Matplotlib_ Plotting and Data Visualization/082 Quick Tip_ Data Visualizations.mp4 6.8 MB
08 Matplotlib_ Plotting and Data Visualization/083 Plotting From Pandas DataFrames.en_US.srt 8.63 KB
08 Matplotlib_ Plotting and Data Visualization/083 Plotting From Pandas DataFrames.mp4 90.1 MB
08 Matplotlib_ Plotting and Data Visualization/084 Quick Note_ Regular Expressions.html 1.09 KB
08 Matplotlib_ Plotting and Data Visualization/085 Plotting From Pandas DataFrames 2.en_US.srt 13.05 KB
08 Matplotlib_ Plotting and Data Visualization/085 Plotting From Pandas DataFrames 2.mp4 177.54 MB
08 Matplotlib_ Plotting and Data Visualization/086 Plotting from Pandas DataFrames 3.en_US.srt 11 KB
08 Matplotlib_ Plotting and Data Visualization/086 Plotting from Pandas DataFrames 3.mp4 127.49 MB
08 Matplotlib_ Plotting and Data Visualization/087 heart-disease.csv 11.06 KB
08 Matplotlib_ Plotting and Data Visualization/087 Plotting from Pandas DataFrames 4.en_US.srt 9.03 KB
08 Matplotlib_ Plotting and Data Visualization/087 Plotting from Pandas DataFrames 4.mp4 53.53 MB
08 Matplotlib_ Plotting and Data Visualization/088 Plotting from Pandas DataFrames 5.en_US.srt 11.15 KB
08 Matplotlib_ Plotting and Data Visualization/088 Plotting from Pandas DataFrames 5.mp4 93.42 MB
08 Matplotlib_ Plotting and Data Visualization/089 Plotting from Pandas DataFrames 6.en_US.srt 10.63 KB
08 Matplotlib_ Plotting and Data Visualization/089 Plotting from Pandas DataFrames 6.mp4 121.51 MB
08 Matplotlib_ Plotting and Data Visualization/090 Plotting from Pandas DataFrames 7.en_US.srt 14.33 KB
08 Matplotlib_ Plotting and Data Visualization/090 Plotting from Pandas DataFrames 7.mp4 220.71 MB
08 Matplotlib_ Plotting and Data Visualization/091 Customizing Your Plots.en_US.srt 13.36 KB
08 Matplotlib_ Plotting and Data Visualization/091 Customizing Your Plots.mp4 133.27 MB
08 Matplotlib_ Plotting and Data Visualization/092 Customizing Your Plots 2.en_US.srt 12.71 KB
08 Matplotlib_ Plotting and Data Visualization/092 Customizing Your Plots 2.mp4 235.99 MB
08 Matplotlib_ Plotting and Data Visualization/093 Introduction-to-Matplotlib-Notebook-from-the-videos-.txt 135 B
08 Matplotlib_ Plotting and Data Visualization/093 Saving And Sharing Your Plots.en_US.srt 5.61 KB
08 Matplotlib_ Plotting and Data Visualization/093 Saving And Sharing Your Plots.mp4 92.85 MB
08 Matplotlib_ Plotting and Data Visualization/094 Assignment_ Matplotlib Practice.html 2.53 KB
09 Scikit-learn_ Creating Machine Learning Models/095 Section Overview.en_US.srt 3.92 KB
09 Scikit-learn_ Creating Machine Learning Models/095 Section Overview.mp4 8.73 MB
09 Scikit-learn_ Creating Machine Learning Models/096 Introduction-to-Scikit-Learn-Jupyter-Notebook-from-the-upcoming-videos-.txt 137 B
09 Scikit-learn_ Creating Machine Learning Models/096 Introduction-to-Scikit-Learn-Jupyter-Notebook-with-annotations-.txt 131 B
09 Scikit-learn_ Creating Machine Learning Models/096 Scikit-learn Introduction.en_US.srt 10.19 KB
09 Scikit-learn_ Creating Machine Learning Models/096 Scikit-learn Introduction.mp4 26.89 MB
09 Scikit-learn_ Creating Machine Learning Models/096 Scikit-Learn-Documentation.txt 48 B
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09 Scikit-learn_ Creating Machine Learning Models/098 Refresher_ What Is Machine Learning_.en_US.srt 6.09 KB
09 Scikit-learn_ Creating Machine Learning Models/098 Refresher_ What Is Machine Learning_.mp4 33.65 MB
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09 Scikit-learn_ Creating Machine Learning Models/100 Scikit-learn Cheatsheet.mp4 139.93 MB
09 Scikit-learn_ Creating Machine Learning Models/100 Scikit-Learn-Reference-Notebook.txt 134 B
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09 Scikit-learn_ Creating Machine Learning Models/101 Typical scikit-learn Workflow.en_US.srt 30.4 KB
09 Scikit-learn_ Creating Machine Learning Models/101 Typical scikit-learn Workflow.mp4 337.47 MB
09 Scikit-learn_ Creating Machine Learning Models/102 Optional_ Debugging Warnings In Jupyter.en_US.srt 24.57 KB
09 Scikit-learn_ Creating Machine Learning Models/102 Optional_ Debugging Warnings In Jupyter.mp4 323.08 MB
09 Scikit-learn_ Creating Machine Learning Models/103 Getting Your Data Ready_ Splitting Your Data.en_US.srt 11.57 KB
09 Scikit-learn_ Creating Machine Learning Models/103 Getting Your Data Ready_ Splitting Your Data.mp4 109.4 MB
09 Scikit-learn_ Creating Machine Learning Models/103 scikit-learn-data.zip 20.83 KB
09 Scikit-learn_ Creating Machine Learning Models/104 Quick Tip_ Clean, Transform, Reduce.en_US.srt 6.17 KB
09 Scikit-learn_ Creating Machine Learning Models/104 Quick Tip_ Clean, Transform, Reduce.mp4 15.45 MB
09 Scikit-learn_ Creating Machine Learning Models/105 Getting Your Data Ready_ Convert Data To Numbers.en_US.srt 21.77 KB
09 Scikit-learn_ Creating Machine Learning Models/105 Getting Your Data Ready_ Convert Data To Numbers.mp4 238.13 MB
09 Scikit-learn_ Creating Machine Learning Models/106 Getting Your Data Ready_ Handling Missing Values With Pandas.en_US.srt 16.27 KB
09 Scikit-learn_ Creating Machine Learning Models/106 Getting Your Data Ready_ Handling Missing Values With Pandas.mp4 187.61 MB
09 Scikit-learn_ Creating Machine Learning Models/107 Extension_ Feature Scaling.html 3.41 KB
09 Scikit-learn_ Creating Machine Learning Models/108 Note_ Correction in the upcoming video (splitting data).html 2.63 KB
09 Scikit-learn_ Creating Machine Learning Models/109 Getting Your Data Ready_ Handling Missing Values With Scikit-learn.en_US.srt 22.24 KB
09 Scikit-learn_ Creating Machine Learning Models/109 Getting Your Data Ready_ Handling Missing Values With Scikit-learn.mp4 242.58 MB
09 Scikit-learn_ Creating Machine Learning Models/110 Choosing The Right Model For Your Data.en_US.srt 20.47 KB
09 Scikit-learn_ Creating Machine Learning Models/110 Choosing The Right Model For Your Data.mp4 262.61 MB
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09 Scikit-learn_ Creating Machine Learning Models/111 Choosing The Right Model For Your Data 2 (Regression).en_US.srt 11.49 KB
09 Scikit-learn_ Creating Machine Learning Models/111 Choosing The Right Model For Your Data 2 (Regression).mp4 161.05 MB
09 Scikit-learn_ Creating Machine Learning Models/112 Quick Note_ Decision Trees.html 706 B
09 Scikit-learn_ Creating Machine Learning Models/113 Quick Tip_ How ML Algorithms Work.en_US.srt 1.83 KB
09 Scikit-learn_ Creating Machine Learning Models/113 Quick Tip_ How ML Algorithms Work.mp4 7.28 MB
09 Scikit-learn_ Creating Machine Learning Models/114 Choosing The Right Model For Your Data 3 (Classification).en_US.srt 16.43 KB
09 Scikit-learn_ Creating Machine Learning Models/114 Choosing The Right Model For Your Data 3 (Classification).mp4 217.07 MB
09 Scikit-learn_ Creating Machine Learning Models/115 Fitting A Model To The Data.en_US.srt 8.97 KB
09 Scikit-learn_ Creating Machine Learning Models/115 Fitting A Model To The Data.mp4 67.57 MB
09 Scikit-learn_ Creating Machine Learning Models/116 Making Predictions With Our Model.en_US.srt 11.58 KB
09 Scikit-learn_ Creating Machine Learning Models/116 Making Predictions With Our Model.mp4 118.58 MB
09 Scikit-learn_ Creating Machine Learning Models/117 predict() vs predict_proba().en_US.srt 11.09 KB
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09 Scikit-learn_ Creating Machine Learning Models/118 Making Predictions With Our Model (Regression).en_US.srt 8.75 KB
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09 Scikit-learn_ Creating Machine Learning Models/119 Evaluating A Machine Learning Model (Score).en_US.srt 12.34 KB
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09 Scikit-learn_ Creating Machine Learning Models/125 Evaluating A Classification Model 4 (Confusion Matrix).en_US.srt 14.47 KB
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09 Scikit-learn_ Creating Machine Learning Models/127 Evaluating A Classification Model 6 (Classification Report).en_US.srt 13.98 KB
09 Scikit-learn_ Creating Machine Learning Models/127 Evaluating A Classification Model 6 (Classification Report).mp4 152.06 MB
09 Scikit-learn_ Creating Machine Learning Models/128 Evaluating A Regression Model 1 (R2 Score).en_US.srt 11.5 KB
09 Scikit-learn_ Creating Machine Learning Models/128 Evaluating A Regression Model 1 (R2 Score).mp4 123.65 MB
09 Scikit-learn_ Creating Machine Learning Models/129 Evaluating A Regression Model 2 (MAE).en_US.srt 5.46 KB
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09 Scikit-learn_ Creating Machine Learning Models/131 Machine Learning Model Evaluation.html 7.59 KB
09 Scikit-learn_ Creating Machine Learning Models/132 Evaluating A Model With Cross Validation and Scoring Parameter.en_US.srt 17.25 KB
09 Scikit-learn_ Creating Machine Learning Models/132 Evaluating A Model With Cross Validation and Scoring Parameter.mp4 157.8 MB
09 Scikit-learn_ Creating Machine Learning Models/133 Evaluating A Model With Scikit-learn Functions.en_US.srt 15.68 KB
09 Scikit-learn_ Creating Machine Learning Models/133 Evaluating A Model With Scikit-learn Functions.mp4 169.44 MB
09 Scikit-learn_ Creating Machine Learning Models/134 Improving A Machine Learning Model.en_US.srt 14.31 KB
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09 Scikit-learn_ Creating Machine Learning Models/135 Tuning Hyperparameters.en_US.srt 29.45 KB
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11 Milestone Project 1_ Supervised Learning (Classification)/149 Step 1~4 Framework Setup.mp4 191.55 MB
11 Milestone Project 1_ Supervised Learning (Classification)/150 Getting Our Tools Ready.en_US.srt 12.27 KB
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11 Milestone Project 1_ Supervised Learning (Classification)/151 Exploring Our Data.en_US.srt 10.95 KB
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11 Milestone Project 1_ Supervised Learning (Classification)/151 heart-disease.csv 11.06 KB
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11 Milestone Project 1_ Supervised Learning (Classification)/154 Finding Patterns 3.mp4 250.11 MB
11 Milestone Project 1_ Supervised Learning (Classification)/155 Preparing Our Data For Machine Learning.en_US.srt 11.56 KB
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11 Milestone Project 1_ Supervised Learning (Classification)/156 Choosing The Right Models.en_US.srt 12.49 KB
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11 Milestone Project 1_ Supervised Learning (Classification)/157 Experimenting With Machine Learning Models.en_US.srt 9.25 KB
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11 Milestone Project 1_ Supervised Learning (Classification)/162 Evaluating Our Model.en_US.srt 14.5 KB
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11 Milestone Project 1_ Supervised Learning (Classification)/165 Finding The Most Important Features.en_US.srt 21.42 KB
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11 Milestone Project 1_ Supervised Learning (Classification)/166 End-to-end-Heart-Disease-Classification-Notebook-with-annotations-.txt 141 B
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12 Milestone Project 2_ Supervised Learning (Time Series Data)/168 End-to-end-Bluebook-Bulldozer-Regression-Notebook-same-as-in-videos-.txt 154 B
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12 Milestone Project 2_ Supervised Learning (Time Series Data)/172 Exploring Our Data.en_US.srt 19.19 KB
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12 Milestone Project 2_ Supervised Learning (Time Series Data)/175 Turning Data Into Numbers.en_US.srt 21.34 KB
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12 Milestone Project 2_ Supervised Learning (Time Series Data)/180 Challenge_ What's wrong with splitting data after filling it_.html 2.2 KB
12 Milestone Project 2_ Supervised Learning (Time Series Data)/181 Custom Evaluation Function.en_US.srt 15.45 KB
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12 Milestone Project 2_ Supervised Learning (Time Series Data)/186 Making Predictions.en_US.srt 10.89 KB
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12 Milestone Project 2_ Supervised Learning (Time Series Data)/187 End-to-end-Bluebook-Bulldozer-Regression-Notebook-same-as-in-videos-.txt 154 B
12 Milestone Project 2_ Supervised Learning (Time Series Data)/187 End-to-end-Bluebook-Bulldozer-Regression-Notebook-with-annotations-.txt 148 B
12 Milestone Project 2_ Supervised Learning (Time Series Data)/187 Feature Importance.en_US.srt 16.59 KB
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13 Data Engineering/188 Data Engineering Introduction.en_US.srt 4.09 KB
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13 Data Engineering/189 Kaggle.txt 32 B
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13 Data Engineering/194 A-Primer-on-ACID-Transactions.txt 57 B
13 Data Engineering/194 OLTP-vs-OLAP.txt 66 B
13 Data Engineering/194 Types Of Databases.en_US.srt 8.07 KB
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14 Neural Networks_ Deep Learning, Transfer Learning and TensorFlow 2/201 Section Overview.en_US.srt 2.66 KB
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14 Neural Networks_ Deep Learning, Transfer Learning and TensorFlow 2/203 Setting Up With Google.html 1.03 KB
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14 Neural Networks_ Deep Learning, Transfer Learning and TensorFlow 2/204 Kaggle-Dog-Breed-Identification-Competition-the-basis-of-our-upcoming-project-.txt 59 B
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14 Neural Networks_ Deep Learning, Transfer Learning and TensorFlow 2/214 Documentation-on-how-many-images-Google-recommends-for-image-problems.txt 69 B
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14 Neural Networks_ Deep Learning, Transfer Learning and TensorFlow 2/217 Blog-post-by-Rachel-Thomas-of-fast.ai-on-how-and-why-you-should-create-a-validation-set.txt 48 B
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14 Neural Networks_ Deep Learning, Transfer Learning and TensorFlow 2/223 TensorFlow-Hub-resource-for-pre-trained-deep-learning-models-and-more-.txt 19 B
14 Neural Networks_ Deep Learning, Transfer Learning and TensorFlow 2/224 Optional_ How machines learn and what's going on behind the scenes_.html 3.19 KB
14 Neural Networks_ Deep Learning, Transfer Learning and TensorFlow 2/225 Andrei-Karpathys-talk-on-AI-at-Tesla.txt 35 B
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14 Neural Networks_ Deep Learning, Transfer Learning and TensorFlow 2/225 MobileNetV2-the-model-were-using-on-TensorFlow-Hub.txt 72 B
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14 Neural Networks_ Deep Learning, Transfer Learning and TensorFlow 2/227 Step-by-step-breakdown-of-a-convolutional-neural-network-what-MobileNetV2-is-made-of-.txt 112 B
14 Neural Networks_ Deep Learning, Transfer Learning and TensorFlow 2/227 The-Softmax-Function-activation-function-we-use-in-our-model-.txt 47 B
14 Neural Networks_ Deep Learning, Transfer Learning and TensorFlow 2/228 -Article-How-to-choose-loss-activation-functions-when-building-a-deep-learning-model.txt 109 B
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14 Neural Networks_ Deep Learning, Transfer Learning and TensorFlow 2/229 Summarizing Our Model.en_US.srt 5.75 KB
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14 Neural Networks_ Deep Learning, Transfer Learning and TensorFlow 2/230 TensorBoard-Callback-Documentation.txt 74 B
14 Neural Networks_ Deep Learning, Transfer Learning and TensorFlow 2/231 Early-Stopping-Callback-a-way-to-stop-your-model-from-training-when-it-stops-improving-Documentation.txt 76 B
14 Neural Networks_ Deep Learning, Transfer Learning and TensorFlow 2/231 Preventing Overfitting.en_US.srt 5.32 KB
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14 Neural Networks_ Deep Learning, Transfer Learning and TensorFlow 2/232 Training Your Deep Neural Network.en_US.srt 22.21 KB
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14 Neural Networks_ Deep Learning, Transfer Learning and TensorFlow 2/240 Training Model On Full Dataset.en_US.srt 18.41 KB
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14 Neural Networks_ Deep Learning, Transfer Learning and TensorFlow 2/241 Dog-Vision-Prediction-Probabilities-Array.txt 110 B
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