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Complete Machine Learning and Data Science : Zero to Mastery [Anglais][06-2020][Udemy][st-Anglais][Mp4]

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01 Introduction

001 Course Outline.en_US.srt	SRT	8.53 KB
001 Course Outline.mp4	MP4	144.64 MB
002 Join Our Online Classroom!.html	HTML	2.78 KB
003 Exercise_ Meet The Community.html	HTML	2.98 KB
004 Your First Day.en_US.srt	SRT	5.05 KB
004 Your First Day.mp4	MP4	43.05 MB

02 Machine Learning 101

005 What Is Machine Learning_.en_US.srt	SRT	8.33 KB
005 What Is Machine Learning_.mp4	MP4	29.96 MB
006 AI_Machine Learning_Data Science.en_US.srt	SRT	6.13 KB
006 AI_Machine Learning_Data Science.mp4	MP4	22.75 MB
007 Exercise_ Machine Learning Playground.en_US.srt	SRT	7.76 KB
007 Exercise_ Machine Learning Playground.mp4	MP4	65.73 MB
007 Teachable-Machine.txt	TXT	41 B
008 How Did We Get Here_.en_US.srt	SRT	6.83 KB
008 How Did We Get Here_.mp4	MP4	39.17 MB
009 Exercise_ YouTube Recommendation Engine.en_US.srt	SRT	5.41 KB
009 Exercise_ YouTube Recommendation Engine.mp4	MP4	13.12 MB
009 Machine-Learning-Playground.txt	TXT	28 B
010 Types of Machine Learning.en_US.srt	SRT	5.09 KB
010 Types of Machine Learning.mp4	MP4	15.04 MB
011 Are You Getting It Yet_.html	HTML	645 B
012 What Is Machine Learning_ Round 2.en_US.srt	SRT	5.86 KB
012 What Is Machine Learning_ Round 2.mp4	MP4	19.15 MB
013 Section Review.en_US.srt	SRT	2.25 KB
013 Section Review.mp4	MP4	4.06 MB

03 Machine Learning and Data Science Framework

014 Section Overview.en_US.srt	SRT	4.48 KB
014 Section Overview.mp4	MP4	9.63 MB
015 Introducing Our Framework.en_US.srt	SRT	3.57 KB
015 Introducing Our Framework.mp4	MP4	6.36 MB
016 6 Step Machine Learning Framework.en_US.srt	SRT	6.4 KB
016 6 Step Machine Learning Framework.mp4	MP4	15.22 MB
016 A-6-Step-Field-Guide-for-Machine-Learning-Modelling-blog-post-.txt	TXT	87 B
017 Types of Machine Learning Problems.en_US.srt	SRT	13.51 KB
017 Types of Machine Learning Problems.mp4	MP4	33.12 MB
018 Types of Data.en_US.srt	SRT	6.29 KB
018 Types of Data.mp4	MP4	33.5 MB
019 Types of Evaluation.en_US.srt	SRT	4.19 KB
019 Types of Evaluation.mp4	MP4	9.79 MB
020 Features In Data.en_US.srt	SRT	6.51 KB
020 Features In Data.mp4	MP4	24.47 MB
021 Modelling - Splitting Data.en_US.srt	SRT	7.43 KB
021 Modelling - Splitting Data.mp4	MP4	16.75 MB
022 Modelling - Picking the Model.en_US.srt	SRT	5.98 KB
022 Modelling - Picking the Model.mp4	MP4	13.1 MB
023 Modelling - Tuning.en_US.srt	SRT	4.67 KB
023 Modelling - Tuning.mp4	MP4	9.28 MB
024 Modelling - Comparison.en_US.srt	SRT	12.61 KB
024 Modelling - Comparison.mp4	MP4	27.28 MB
025 Overfitting and Underfitting Definitions.html	HTML	2.21 KB
026 Experimentation.en_US.srt	SRT	4.78 KB
026 Experimentation.mp4	MP4	18.89 MB
027 Tools We Will Use.en_US.srt	SRT	5.77 KB
027 Tools We Will Use.mp4	MP4	20.53 MB
028 Optional_ Elements of AI.html	HTML	1.43 KB

04 The 2 Paths

029 The 2 Paths.en_US.srt	SRT	4.52 KB
029 The 2 Paths.mp4	MP4	6.99 MB
030 Python + Machine Learning Monthly.html	HTML	1.19 KB

05 Data Science Environment Setup

031 Section Overview.en_US.srt	SRT	2.02 KB
031 Section Overview.mp4	MP4	3.93 MB
032 Introducing Our Tools.en_US.srt	SRT	4.18 KB
032 Introducing Our Tools.mp4	MP4	16.38 MB
033 Conda-documentation.txt	TXT	33 B
033 Getting-started-with-Conda-documentation-.txt	TXT	79 B
033 Getting-your-computer-ready-for-machine-learning-How-what-and-why-you-should-use-Anaconda-Miniconda-and-Conda-blog-post-.txt	TXT	107 B
033 What is Conda_.en_US.srt	SRT	3.29 KB
033 What is Conda_.mp4	MP4	7.38 MB
033 conda-cheatsheet.pdf	PDF	201.29 KB
034 Conda Environments.en_US.srt	SRT	5.92 KB
034 Conda Environments.mp4	MP4	24.72 MB
035 Mac Environment Setup.en_US.srt	SRT	23.06 KB
035 Mac Environment Setup.mp4	MP4	262.6 MB
035 Miniconda-download-documentation.txt	TXT	47 B
036 Mac Environment Setup 2.en_US.srt	SRT	19.87 KB
036 Mac Environment Setup 2.mp4	MP4	223.67 MB
037 Miniconda-download-documentation.txt	TXT	47 B
037 Windows Environment Setup.en_US.srt	SRT	7.33 KB
037 Windows Environment Setup.mp4	MP4	59.4 MB
038 Windows Environment Setup 2.en_US.srt	SRT	30.38 KB
038 Windows Environment Setup 2.mp4	MP4	349.11 MB
039 Linux Environment Setup.html	HTML	1.5 KB
040 Conda-documentation-on-sharing-an-environment.txt	TXT	112 B
040 Sharing your Conda Environment.html	HTML	2.9 KB
041 6-step-ml-framework.png	PNG	324.24 KB
041 Dataquest-Jupyter-Notebook-for-Beginners-Tutorial.txt	TXT	57 B
041 Jupyter Notebook Walkthrough.en_US.srt	SRT	14.54 KB
041 Jupyter Notebook Walkthrough.mp4	MP4	102.55 MB
041 Jupyter-Notebook-documentation.txt	TXT	51 B
041 heart-disease.csv	CSV	11.06 KB
042 Jupyter Notebook Walkthrough 2.en_US.srt	SRT	21.57 KB
042 Jupyter Notebook Walkthrough 2.mp4	MP4	152.98 MB
043 Jupyter Notebook Walkthrough 3.en_US.srt	SRT	11.03 KB
043 Jupyter Notebook Walkthrough 3.mp4	MP4	127.78 MB

06 Pandas_ Data Analysis

044 Section Overview.en_US.srt	SRT	3.59 KB
044 Section Overview.mp4	MP4	7.83 MB
045 Downloading Workbooks and Assignments.html	HTML	1.42 KB
046 10-minutes-to-pandas-from-the-pandas-documentation-.txt	TXT	72 B
046 Introduction-to-Pandas-Jupyter-Notebook-from-the-upcoming-videos-.txt	TXT	131 B
046 Introduction-to-Pandas-Jupyter-Notebook-with-annotations-.txt	TXT	125 B
046 Pandas Introduction.en_US.srt	SRT	6.72 KB
046 Pandas Introduction.mp4	MP4	17.93 MB
046 Pandas-Documentation.txt	TXT	46 B
047 Series, Data Frames and CSVs.en_US.srt	SRT	16.2 KB
047 Series, Data Frames and CSVs.mp4	MP4	166.07 MB
047 pandas-anatomy-of-a-dataframe.png	PNG	333.24 KB
048 Data from URLs.html	HTML	1.57 KB
049 Describing Data with Pandas.en_US.srt	SRT	13.03 KB
049 Describing Data with Pandas.mp4	MP4	112.57 MB
050 Selecting and Viewing Data with Pandas.en_US.srt	SRT	13.97 KB
050 Selecting and Viewing Data with Pandas.mp4	MP4	106.88 MB
050 car-sales.csv	CSV	369 B
051 Selecting and Viewing Data with Pandas Part 2.en_US.srt	SRT	17.21 KB
051 Selecting and Viewing Data with Pandas Part 2.mp4	MP4	187.25 MB
052 Jake-VanderPlass-Data-Manipulation-with-Pandas.txt	TXT	86 B
052 Manipulating Data.en_US.srt	SRT	17.33 KB
052 Manipulating Data.mp4	MP4	181.28 MB
052 car-sales-missing-data.csv	CSV	287 B
053 Manipulating Data 2.en_US.srt	SRT	13.27 KB
053 Manipulating Data 2.mp4	MP4	156.04 MB
053 pandas-anatomy-of-a-dataframe.png	PNG	333.24 KB
054 Introduction-to-Pandas-Jupyter-Notebook-from-the-videos-.txt	TXT	131 B
054 Introduction-to-Pandas-Jupyter-Notebook-with-annotations-.txt	TXT	125 B
054 Manipulating Data 3.en_US.srt	SRT	13.15 KB
054 Manipulating Data 3.mp4	MP4	137.81 MB
055 Assignment_ Pandas Practice.html	HTML	2.52 KB
056 Course-notebooks-Github.txt	TXT	48 B
056 Google-Colab.txt	TXT	35 B
056 How To Download The Course Assignments.en_US.srt	SRT	10.62 KB
056 How To Download The Course Assignments.mp4	MP4	45.44 MB

07 NumPy

057 Section Overview.en_US.srt	SRT	3 KB
057 Section Overview.mp4	MP4	22.55 MB
058 Introduction-to-NumPy-Jupyter-Notebook-from-the-upcoming-videos-.txt	TXT	130 B
058 Introduction-to-NumPy-Jupyter-Notebook-with-annotations-.txt	TXT	124 B
058 NumPy Introduction.en_US.srt	SRT	7.22 KB
058 NumPy Introduction.mp4	MP4	21.62 MB
058 NumPy-Documentation.txt	TXT	23 B
059 Quick Note_ Correction In Next Video.html	HTML	1.74 KB
060 NumPy DataTypes and Attributes.en_US.srt	SRT	18.43 KB
060 NumPy DataTypes and Attributes.mp4	MP4	94.05 MB
061 Creating NumPy Arrays.en_US.srt	SRT	11.86 KB
061 Creating NumPy Arrays.mp4	MP4	77.89 MB
062 NumPy Random Seed.en_US.srt	SRT	9.31 KB
062 NumPy Random Seed.mp4	MP4	61.99 MB
063 Viewing Arrays and Matrices.en_US.srt	SRT	12.33 KB
063 Viewing Arrays and Matrices.mp4	MP4	104.01 MB
064 Manipulating Arrays.en_US.srt	SRT	15.49 KB
064 Manipulating Arrays.mp4	MP4	119.44 MB
064 Standard-deviation-and-variance-explained.txt	TXT	56 B
065 Manipulating Arrays 2.en_US.srt	SRT	11.03 KB
065 Manipulating Arrays 2.mp4	MP4	101.87 MB
065 Standard-deviation-and-variance-explained.txt	TXT	56 B
066 Standard Deviation and Variance.en_US.srt	SRT	8.95 KB
066 Standard Deviation and Variance.mp4	MP4	61.83 MB
066 Standard-deviation-and-variance-explained.txt	TXT	56 B
067 Reshape and Transpose.en_US.srt	SRT	9.11 KB
067 Reshape and Transpose.mp4	MP4	91.58 MB
068 Dot Product vs Element Wise.en_US.srt	SRT	14.68 KB
068 Dot Product vs Element Wise.mp4	MP4	122.83 MB
068 Matrix-Multiplication-Explained.txt	TXT	59 B
069 Exercise_ Nut Butter Store Sales.en_US.srt	SRT	16.21 KB
069 Exercise_ Nut Butter Store Sales.mp4	MP4	135.03 MB
070 Comparison Operators.en_US.srt	SRT	5 KB
070 Comparison Operators.mp4	MP4	38.52 MB
071 Sorting Arrays.en_US.srt	SRT	8.4 KB
071 Sorting Arrays.mp4	MP4	39.31 MB
072 Introduction-to-NumPy-Jupyter-Notebook-from-the-videos-.txt	TXT	130 B
072 Introduction-to-NumPy-Jupyter-Notebook-with-annotations-.txt	TXT	124 B
072 Turn Images Into NumPy Arrays.en_US.srt	SRT	9.98 KB
072 Turn Images Into NumPy Arrays.mp4	MP4	165.01 MB
073 Assignment_ NumPy Practice.html	HTML	2.64 KB
074 Optional_ Extra NumPy resources.html	HTML	1.5 KB
car-photo.png	PNG	550.22 KB
dog-photo.png	PNG	483.6 KB
panda.png	PNG	6.26 MB

08 Matplotlib_ Plotting and Data Visualization

075 Section Overview.en_US.srt	SRT	2.57 KB
075 Section Overview.mp4	MP4	6.09 MB
076 Introduction-to-Matplotlib-Jupyter-Notebook-from-the-upcoming-videos-.txt	TXT	135 B
076 Matplotlib Introduction.en_US.srt	SRT	7.72 KB
076 Matplotlib Introduction.mp4	MP4	35.02 MB
076 Matplotlib-Documentation.txt	TXT	43 B
077 Importing And Using Matplotlib.en_US.srt	SRT	15.38 KB
077 Importing And Using Matplotlib.mp4	MP4	147.2 MB
078 Anatomy Of A Matplotlib Figure.en_US.srt	SRT	13.53 KB
078 Anatomy Of A Matplotlib Figure.mp4	MP4	91.76 MB
078 matplotlib-anatomy-of-a-plot-with-code.png	PNG	654.77 KB
078 matplotlib-anatomy-of-a-plot.png	PNG	369.39 KB
079 Scatter Plot And Bar Plot.en_US.srt	SRT	14.02 KB
079 Scatter Plot And Bar Plot.mp4	MP4	75.53 MB
080 Histograms And Subplots.en_US.srt	SRT	11.88 KB
080 Histograms And Subplots.mp4	MP4	98.43 MB
081 Subplots Option 2.en_US.srt	SRT	6.12 KB
081 Subplots Option 2.mp4	MP4	54.63 MB
082 Quick Tip_ Data Visualizations.en_US.srt	SRT	2.25 KB
082 Quick Tip_ Data Visualizations.mp4	MP4	6.8 MB
083 Plotting From Pandas DataFrames.en_US.srt	SRT	8.63 KB
083 Plotting From Pandas DataFrames.mp4	MP4	90.1 MB
084 Quick Note_ Regular Expressions.html	HTML	1.09 KB
085 Plotting From Pandas DataFrames 2.en_US.srt	SRT	13.05 KB
085 Plotting From Pandas DataFrames 2.mp4	MP4	177.54 MB
086 Plotting from Pandas DataFrames 3.en_US.srt	SRT	11 KB
086 Plotting from Pandas DataFrames 3.mp4	MP4	127.49 MB
087 Plotting from Pandas DataFrames 4.en_US.srt	SRT	9.03 KB
087 Plotting from Pandas DataFrames 4.mp4	MP4	53.53 MB
087 heart-disease.csv	CSV	11.06 KB
088 Plotting from Pandas DataFrames 5.en_US.srt	SRT	11.15 KB
088 Plotting from Pandas DataFrames 5.mp4	MP4	93.42 MB
089 Plotting from Pandas DataFrames 6.en_US.srt	SRT	10.63 KB
089 Plotting from Pandas DataFrames 6.mp4	MP4	121.51 MB
090 Plotting from Pandas DataFrames 7.en_US.srt	SRT	14.33 KB
090 Plotting from Pandas DataFrames 7.mp4	MP4	220.71 MB
091 Customizing Your Plots.en_US.srt	SRT	13.36 KB
091 Customizing Your Plots.mp4	MP4	133.27 MB
092 Customizing Your Plots 2.en_US.srt	SRT	12.71 KB
092 Customizing Your Plots 2.mp4	MP4	235.99 MB
093 Introduction-to-Matplotlib-Notebook-from-the-videos-.txt	TXT	135 B
093 Saving And Sharing Your Plots.en_US.srt	SRT	5.61 KB
093 Saving And Sharing Your Plots.mp4	MP4	92.85 MB
094 Assignment_ Matplotlib Practice.html	HTML	2.53 KB

09 Scikit-learn_ Creating Machine Learning Models

095 Section Overview.en_US.srt	SRT	3.92 KB
095 Section Overview.mp4	MP4	8.73 MB
096 Introduction-to-Scikit-Learn-Jupyter-Notebook-from-the-upcoming-videos-.txt	TXT	137 B
096 Introduction-to-Scikit-Learn-Jupyter-Notebook-with-annotations-.txt	TXT	131 B
096 Scikit-Learn-Documentation.txt	TXT	48 B
096 Scikit-learn Introduction.en_US.srt	SRT	10.19 KB
096 Scikit-learn Introduction.mp4	MP4	26.89 MB
097 Quick Note_ Upcoming Video.html	HTML	875 B
098 Refresher_ What Is Machine Learning_.en_US.srt	SRT	6.09 KB
098 Refresher_ What Is Machine Learning_.mp4	MP4	33.65 MB
099 Quick Note_ Upcoming Videos.html	HTML	1.47 KB
100 Scikit-Learn-Reference-Notebook.txt	TXT	134 B
100 Scikit-learn Cheatsheet.en_US.srt	SRT	9.72 KB
100 Scikit-learn Cheatsheet.mp4	MP4	139.93 MB
101 Example-Scikit-Learn-Workflow-Notebook.txt	TXT	132 B
101 Typical scikit-learn Workflow.en_US.srt	SRT	30.4 KB
101 Typical scikit-learn Workflow.mp4	MP4	337.47 MB
102 Optional_ Debugging Warnings In Jupyter.en_US.srt	SRT	24.57 KB
102 Optional_ Debugging Warnings In Jupyter.mp4	MP4	323.08 MB
103 Getting Your Data Ready_ Splitting Your Data.en_US.srt	SRT	11.57 KB
103 Getting Your Data Ready_ Splitting Your Data.mp4	MP4	109.4 MB
104 Quick Tip_ Clean, Transform, Reduce.en_US.srt	SRT	6.17 KB
104 Quick Tip_ Clean, Transform, Reduce.mp4	MP4	15.45 MB
105 Getting Your Data Ready_ Convert Data To Numbers.en_US.srt	SRT	21.77 KB
105 Getting Your Data Ready_ Convert Data To Numbers.mp4	MP4	238.13 MB
106 Getting Your Data Ready_ Handling Missing Values With Pandas.en_US.srt	SRT	16.27 KB
106 Getting Your Data Ready_ Handling Missing Values With Pandas.mp4	MP4	187.61 MB
107 Extension_ Feature Scaling.html	HTML	3.41 KB
108 Note_ Correction in the upcoming video (splitting data).html	HTML	2.63 KB
109 Getting Your Data Ready_ Handling Missing Values With Scikit-learn.en_US.srt	SRT	22.24 KB
109 Getting Your Data Ready_ Handling Missing Values With Scikit-learn.mp4	MP4	242.58 MB
110 Choosing The Right Model For Your Data.en_US.srt	SRT	20.47 KB
110 Choosing The Right Model For Your Data.mp4	MP4	262.61 MB
110 Scikit-Learn-machine-learning-map-how-to-choose-the-right-machine-learning-model-.txt	TXT	73 B
111 Choosing The Right Model For Your Data 2 (Regression).en_US.srt	SRT	11.49 KB
111 Choosing The Right Model For Your Data 2 (Regression).mp4	MP4	161.05 MB
112 Quick Note_ Decision Trees.html	HTML	706 B
113 Quick Tip_ How ML Algorithms Work.en_US.srt	SRT	1.83 KB
113 Quick Tip_ How ML Algorithms Work.mp4	MP4	7.28 MB
114 Choosing The Right Model For Your Data 3 (Classification).en_US.srt	SRT	16.43 KB
114 Choosing The Right Model For Your Data 3 (Classification).mp4	MP4	217.07 MB
115 Fitting A Model To The Data.en_US.srt	SRT	8.97 KB
115 Fitting A Model To The Data.mp4	MP4	67.57 MB
116 Making Predictions With Our Model.en_US.srt	SRT	11.58 KB
116 Making Predictions With Our Model.mp4	MP4	118.58 MB
117 predict() vs predict_proba().en_US.srt	SRT	11.09 KB
117 predict() vs predict_proba().mp4	MP4	67.01 MB
118 Making Predictions With Our Model (Regression).en_US.srt	SRT	8.75 KB
118 Making Predictions With Our Model (Regression).mp4	MP4	76.48 MB
119 Evaluating A Machine Learning Model (Score).en_US.srt	SRT	12.34 KB
119 Evaluating A Machine Learning Model (Score).mp4	MP4	160.14 MB
120 Evaluating A Machine Learning Model 2 (Cross Validation).en_US.srt	SRT	16.6 KB
120 Evaluating A Machine Learning Model 2 (Cross Validation).mp4	MP4	166.17 MB
121 Evaluating A Classification Model 1 (Accuracy).en_US.srt	SRT	5.64 KB
121 Evaluating A Classification Model 1 (Accuracy).mp4	MP4	52.94 MB
122 Evaluating A Classification Model 2 (ROC Curve).en_US.srt	SRT	11.76 KB
122 Evaluating A Classification Model 2 (ROC Curve).mp4	MP4	99.08 MB
123 Evaluating A Classification Model 3 (ROC Curve).en_US.srt	SRT	9.62 KB
123 Evaluating A Classification Model 3 (ROC Curve).mp4	MP4	85.74 MB
124 Reading Extension_ ROC Curve + AUC.html	HTML	1.95 KB
125 Evaluating A Classification Model 4 (Confusion Matrix).en_US.srt	SRT	14.47 KB
125 Evaluating A Classification Model 4 (Confusion Matrix).mp4	MP4	136.82 MB
126 Evaluating A Classification Model 5 (Confusion Matrix).en_US.srt	SRT	10.73 KB
126 Evaluating A Classification Model 5 (Confusion Matrix).mp4	MP4	96.09 MB
127 Evaluating A Classification Model 6 (Classification Report).en_US.srt	SRT	13.98 KB
127 Evaluating A Classification Model 6 (Classification Report).mp4	MP4	152.06 MB
128 Evaluating A Regression Model 1 (R2 Score).en_US.srt	SRT	11.5 KB
128 Evaluating A Regression Model 1 (R2 Score).mp4	MP4	123.65 MB
129 Evaluating A Regression Model 2 (MAE).en_US.srt	SRT	5.46 KB
129 Evaluating A Regression Model 2 (MAE).mp4	MP4	50.04 MB
130 Evaluating A Regression Model 3 (MSE).en_US.srt	SRT	8.87 KB
130 Evaluating A Regression Model 3 (MSE).mp4	MP4	79.39 MB
131 Machine Learning Model Evaluation.html	HTML	7.59 KB
132 Evaluating A Model With Cross Validation and Scoring Parameter.en_US.srt	SRT	17.25 KB
132 Evaluating A Model With Cross Validation and Scoring Parameter.mp4	MP4	157.8 MB
133 Evaluating A Model With Scikit-learn Functions.en_US.srt	SRT	15.68 KB
133 Evaluating A Model With Scikit-learn Functions.mp4	MP4	169.44 MB
134 Improving A Machine Learning Model.en_US.srt	SRT	14.31 KB
134 Improving A Machine Learning Model.mp4	MP4	161.77 MB
135 Tuning Hyperparameters.en_US.srt	SRT	29.45 KB
135 Tuning Hyperparameters.mp4	MP4	311.45 MB
136 Tuning Hyperparameters 2.en_US.srt	SRT	16.3 KB
136 Tuning Hyperparameters 2.mp4	MP4	203.74 MB
137 Tuning Hyperparameters 3.en_US.srt	SRT	18.14 KB
137 Tuning Hyperparameters 3.mp4	MP4	212.64 MB
138 Note_ Metric Comparison Improvement.html	HTML	2.66 KB
139 Quick Tip_ Correlation Analysis.en_US.srt	SRT	2.97 KB
139 Quick Tip_ Correlation Analysis.mp4	MP4	31.12 MB
140 Saving And Loading A Model.en_US.srt	SRT	9.47 KB
140 Saving And Loading A Model.mp4	MP4	78.7 MB
141 Saving And Loading A Model 2.en_US.srt	SRT	8.62 KB
141 Saving And Loading A Model 2.mp4	MP4	86.3 MB
142 Putting It All Together.en_US.srt	SRT	28.22 KB
142 Putting It All Together.mp4	MP4	284.69 MB
142 Read-Corrected-splitting-data-notebook.txt	TXT	74 B
143 Introduction-to-Scikit-Learn-Jupyter-Notebook-from-the-videos-.txt	TXT	137 B
143 Introduction-to-Scikit-Learn-Jupyter-Notebook-with-annotations-.txt	TXT	131 B
143 Putting It All Together 2.en_US.srt	SRT	15.48 KB
143 Putting It All Together 2.mp4	MP4	212.77 MB
144 Scikit-Learn Practice.html	HTML	2.54 KB
car-sales-extended-missing-data.csv	CSV	30.2 KB
car-sales-extended.csv	CSV	25.66 KB
car-sales-missing-data.csv	CSV	287 B
heart-disease.csv	CSV	11.06 KB

10 Supervised Learning_ Classification + Regression

145 Milestone Projects!.html

HTML

1.19 KB

11 Milestone Project 1_ Supervised Learning (Classification)

146 Section Overview.en_US.srt	SRT	2.98 KB
146 Section Overview.mp4	MP4	7.08 MB
147 End-to-end-Heart-Disease-Classification-Notebook-same-as-in-videos-.txt	TXT	147 B
147 End-to-end-Heart-Disease-Classification-Notebook-with-annotations-.txt	TXT	141 B
147 Project Overview.en_US.srt	SRT	9.65 KB
147 Project Overview.mp4	MP4	22.22 MB
147 Structured-Data-Projects-on-GitHub.txt	TXT	95 B
148 Project Environment Setup.en_US.srt	SRT	13.86 KB
148 Project Environment Setup.mp4	MP4	174.43 MB
149 Step 1~4 Framework Setup.en_US.srt	SRT	15.99 KB
149 Step 1~4 Framework Setup.mp4	MP4	191.55 MB
150 Getting Our Tools Ready.en_US.srt	SRT	12.27 KB
150 Getting Our Tools Ready.mp4	MP4	142.95 MB
151 Exploring Our Data.en_US.srt	SRT	10.95 KB
151 Exploring Our Data.mp4	MP4	119.48 MB
151 heart-disease.csv	CSV	11.06 KB
152 Finding Patterns.en_US.srt	SRT	12.85 KB
152 Finding Patterns.mp4	MP4	107.16 MB
153 Finding Patterns 2.en_US.srt	SRT	21.49 KB
153 Finding Patterns 2.mp4	MP4	166.88 MB
154 Finding Patterns 3.en_US.srt	SRT	18.12 KB
154 Finding Patterns 3.mp4	MP4	250.11 MB
155 Preparing Our Data For Machine Learning.en_US.srt	SRT	11.56 KB
155 Preparing Our Data For Machine Learning.mp4	MP4	129.22 MB
156 Choosing The Right Models.en_US.srt	SRT	12.49 KB
156 Choosing The Right Models.mp4	MP4	175.69 MB
157 Experimenting With Machine Learning Models.en_US.srt	SRT	9.25 KB
157 Experimenting With Machine Learning Models.mp4	MP4	100.65 MB
158 Tuning_Improving Our Model.en_US.srt	SRT	16.96 KB
158 Tuning_Improving Our Model.mp4	MP4	153.15 MB
159 Tuning Hyperparameters.en_US.srt	SRT	15.07 KB
159 Tuning Hyperparameters.mp4	MP4	194.48 MB
160 Tuning Hyperparameters 2.en_US.srt	SRT	14.52 KB
160 Tuning Hyperparameters 2.mp4	MP4	188.71 MB
161 Tuning Hyperparameters 3.en_US.srt	SRT	9.53 KB
161 Tuning Hyperparameters 3.mp4	MP4	113.64 MB
162 Evaluating Our Model.en_US.srt	SRT	14.5 KB
162 Evaluating Our Model.mp4	MP4	123.36 MB
163 Evaluating Our Model 2.en_US.srt	SRT	7.13 KB
163 Evaluating Our Model 2.mp4	MP4	47.19 MB
164 Evaluating Our Model 3.en_US.srt	SRT	11.06 KB
164 Evaluating Our Model 3.mp4	MP4	112.62 MB
165 Finding The Most Important Features.en_US.srt	SRT	21.42 KB
165 Finding The Most Important Features.mp4	MP4	223.72 MB
166 End-to-end-Heart-Disease-Classification-Notebook-same-as-in-videos-.txt	TXT	147 B
166 End-to-end-Heart-Disease-Classification-Notebook-with-annotations-.txt	TXT	141 B
166 Reviewing The Project.en_US.srt	SRT	13.28 KB
166 Reviewing The Project.mp4	MP4	157.52 MB

12 Milestone Project 2_ Supervised Learning (Time Series Data)

167 Section Overview.en_US.srt	SRT	1.76 KB
167 Section Overview.mp4	MP4	15.82 MB
168 End-to-end-Bluebook-Bulldozer-Regression-Notebook-same-as-in-videos-.txt	TXT	154 B
168 End-to-end-Bluebook-Bulldozer-Regression-Notebook-with-annotations-.txt	TXT	148 B
168 Kaggle-Bluebook-for-Bulldozers-Competition.txt	TXT	58 B
168 Project Overview.en_US.srt	SRT	6.42 KB
168 Project Overview.mp4	MP4	26.4 MB
168 Structured-Data-Projects-on-GitHub.txt	TXT	95 B
169 Project Environment Setup.en_US.srt	SRT	15.25 KB
169 Project Environment Setup.mp4	MP4	179.59 MB
170 Step 1~4 Framework Setup.en_US.srt	SRT	11.89 KB
170 Step 1~4 Framework Setup.mp4	MP4	155.67 MB
171 Downloading the data for the next two projects.html	HTML	2.09 KB
172 Exploring Our Data.en_US.srt	SRT	19.19 KB
172 Exploring Our Data.mp4	MP4	252.86 MB
173 Exploring Our Data 2.en_US.srt	SRT	8.27 KB
173 Exploring Our Data 2.mp4	MP4	91.44 MB
174 Feature Engineering.en_US.srt	SRT	21.19 KB
174 Feature Engineering.mp4	MP4	181.51 MB
175 Turning Data Into Numbers.en_US.srt	SRT	21.34 KB
175 Turning Data Into Numbers.mp4	MP4	267.05 MB
176 Filling Missing Numerical Values.en_US.srt	SRT	16.2 KB
176 Filling Missing Numerical Values.mp4	MP4	191.18 MB
176 Pandas-Categorical-Datatype-Documentation.txt	TXT	83 B
177 Filling Missing Categorical Values.en_US.srt	SRT	10.72 KB
177 Filling Missing Categorical Values.mp4	MP4	99.94 MB
178 Fitting A Machine Learning Model.en_US.srt	SRT	10.07 KB
178 Fitting A Machine Learning Model.mp4	MP4	96.56 MB
179 Splitting Data.en_US.srt	SRT	12.98 KB
179 Splitting Data.mp4	MP4	146.61 MB
180 Challenge_ What's wrong with splitting data after filling it_.html	HTML	2.2 KB
181 Custom Evaluation Function.en_US.srt	SRT	15.45 KB
181 Custom Evaluation Function.mp4	MP4	185.02 MB
182 Reducing Data.en_US.srt	SRT	14 KB
182 Reducing Data.mp4	MP4	169.63 MB
183 RandomizedSearchCV.en_US.srt	SRT	12.19 KB
183 RandomizedSearchCV.mp4	MP4	130.05 MB
184 Improving Hyperparameters.en_US.srt	SRT	10.62 KB
184 Improving Hyperparameters.mp4	MP4	145.08 MB
185 Preproccessing Our Data.en_US.srt	SRT	17.05 KB
185 Preproccessing Our Data.mp4	MP4	259.74 MB
186 Making Predictions.en_US.srt	SRT	10.89 KB
186 Making Predictions.mp4	MP4	142.98 MB
187 End-to-end-Bluebook-Bulldozer-Regression-Notebook-same-as-in-videos-.txt	TXT	154 B
187 End-to-end-Bluebook-Bulldozer-Regression-Notebook-with-annotations-.txt	TXT	148 B
187 Feature Importance.en_US.srt	SRT	16.59 KB
187 Feature Importance.mp4	MP4	255.03 MB

13 Data Engineering

188 Data Engineering Introduction.en_US.srt	SRT	4.09 KB
188 Data Engineering Introduction.mp4	MP4	9.74 MB
189 Kaggle.txt	TXT	32 B
189 What Is Data_.en_US.srt	SRT	7.33 KB
189 What Is Data_.mp4	MP4	52.67 MB
190 What Is A Data Engineer_.en_US.srt	SRT	4.73 KB
190 What Is A Data Engineer_.mp4	MP4	14.55 MB
191 What Is A Data Engineer 2_.en_US.srt	SRT	6.08 KB
191 What Is A Data Engineer 2_.mp4	MP4	18.84 MB
192 What Is A Data Engineer 3_.en_US.srt	SRT	5.23 KB
192 What Is A Data Engineer 3_.mp4	MP4	17.24 MB
193 What Is A Data Engineer 4_.en_US.srt	SRT	3.73 KB
193 What Is A Data Engineer 4_.mp4	MP4	11.46 MB
194 A-Primer-on-ACID-Transactions.txt	TXT	57 B
194 OLTP-vs-OLAP.txt	TXT	66 B
194 Types Of Databases.en_US.srt	SRT	8.07 KB
194 Types Of Databases.mp4	MP4	42.02 MB
195 Quick Note_ Upcoming Video.html	HTML	966 B
196 Optional_ OLTP Databases.en_US.srt	SRT	11.69 KB
196 Optional_ OLTP Databases.mp4	MP4	124.97 MB
197 Optional_ Learn SQL.html	HTML	895 B
198 Hadoop, HDFS and MapReduce.en_US.srt	SRT	4.54 KB
198 Hadoop, HDFS and MapReduce.mp4	MP4	7.13 MB
199 Apache Spark and Apache Flink.en_US.srt	SRT	2.24 KB
199 Apache Spark and Apache Flink.mp4	MP4	4.49 MB
200 Kafka and Stream Processing.en_US.srt	SRT	4.87 KB
200 Kafka and Stream Processing.mp4	MP4	17.02 MB

14 Neural Networks_ Deep Learning, Transfer Learning and TensorFlow 2

201 Section Overview.en_US.srt	SRT	2.66 KB
201 Section Overview.mp4	MP4	10.63 MB
202 Deep Learning and Unstructured Data.en_US.srt	SRT	19.46 KB
202 Deep Learning and Unstructured Data.mp4	MP4	120.64 MB
203 Setting Up With Google.html	HTML	1.03 KB
204 End-to-end-Dog-Vision-Notebook-the-project-well-be-working-through-.txt	TXT	122 B
204 Google-Colab-IO-example-how-to-get-data-in-and-out-of-your-Colab-notebook-.txt	TXT	53 B
204 Google-Colab-our-workspace-for-the-upcoming-project-.txt	TXT	35 B
204 Introduction-to-Google-Colab-example-notebook.txt	TXT	56 B
204 Kaggle-Dog-Breed-Identification-Competition-the-basis-of-our-upcoming-project-.txt	TXT	59 B
204 Setting Up Google Colab.en_US.srt	SRT	9.3 KB
204 Setting Up Google Colab.mp4	MP4	136.89 MB
205 Google Colab Workspace.en_US.srt	SRT	6.07 KB
205 Google Colab Workspace.mp4	MP4	58.82 MB
205 Google-Colab-FAQ-things-you-should-know-about-Google-Colab-.txt	TXT	50 B
205 Google-Colab-our-workspace-for-the-upcoming-project-.txt	TXT	35 B
206 Google-Colab-IO-example-how-to-get-data-in-and-out-of-your-Colab-notebook-.txt	TXT	53 B
206 Kaggle-Dog-Breed-Identification-Competition-Data.txt	TXT	55 B
206 Uploading Project Data.en_US.srt	SRT	8.31 KB
206 Uploading Project Data.mp4	MP4	92.31 MB
207 Setting Up Our Data.en_US.srt	SRT	6.11 KB
207 Setting Up Our Data.mp4	MP4	76.34 MB
208 Setting Up Our Data 2.en_US.srt	SRT	2.1 KB
208 Setting Up Our Data 2.mp4	MP4	37.56 MB
209 Importing TensorFlow 2.en_US.srt	SRT	16.1 KB
209 Importing TensorFlow 2.mp4	MP4	211.23 MB
210 Loading-TensorFlow-2.0-into-a-Colab-Notebook-if-it-isnt-the-default-.txt	TXT	69 B
210 Optional_ TensorFlow 2.0 Default Issue.en_US.srt	SRT	4.29 KB
210 Optional_ TensorFlow 2.0 Default Issue.mp4	MP4	23.51 MB
211 Google-Colab-example-GPU-usage.txt	TXT	54 B
211 Using A GPU.en_US.srt	SRT	11.64 KB
211 Using A GPU.mp4	MP4	50.29 MB
212 Google-Colab-Example-of-GPU-speed-up-versus-CPU.txt	TXT	54 B
212 Introduction-to-Google-Colab-example-notebook.txt	TXT	56 B
212 Optional_ GPU and Google Colab.en_US.srt	SRT	5.75 KB
212 Optional_ GPU and Google Colab.mp4	MP4	69.65 MB
213 Optional_ Reloading Colab Notebook.en_US.srt	SRT	7.5 KB
213 Optional_ Reloading Colab Notebook.mp4	MP4	167.55 MB
214 Documentation-on-how-many-images-Google-recommends-for-image-problems.txt	TXT	69 B
214 Loading Our Data Labels.en_US.srt	SRT	15.38 KB
214 Loading Our Data Labels.mp4	MP4	206.77 MB
215 Preparing The Images.en_US.srt	SRT	14.47 KB
215 Preparing The Images.mp4	MP4	244.72 MB
216 Turning Data Labels Into Numbers.en_US.srt	SRT	13.18 KB
216 Turning Data Labels Into Numbers.mp4	MP4	196.28 MB
217 Blog-post-by-Rachel-Thomas-of-fast.ai-on-how-and-why-you-should-create-a-validation-set.txt	TXT	48 B
217 Creating Our Own Validation Set.en_US.srt	SRT	10.87 KB
217 Creating Our Own Validation Set.mp4	MP4	95.39 MB
218 Documentation-for-loading-images-in-TensorFlow.txt	TXT	54 B
218 Preprocess Images.en_US.srt	SRT	12.44 KB
218 Preprocess Images.mp4	MP4	158.5 MB
218 TensorFlow-guidelines-for-loading-all-kinds-of-data-turning-your-data-into-Tensors-.txt	TXT	38 B
219 Preprocess Images 2.en_US.srt	SRT	12.36 KB
219 Preprocess Images 2.mp4	MP4	191.03 MB
220 Turning Data Into Batches.en_US.srt	SRT	11.16 KB
220 Turning Data Into Batches.mp4	MP4	132.33 MB
221 Turning Data Into Batches 2.en_US.srt	SRT	19.39 KB
221 Turning Data Into Batches 2.mp4	MP4	227.04 MB
221 Yann-LeCuns-OG-of-deep-learning-Tweet-on-Batch-Sizes.txt	TXT	58 B
222 Visualizing Our Data.en_US.srt	SRT	14.96 KB
222 Visualizing Our Data.mp4	MP4	222.98 MB
223 Preparing Our Inputs and Outputs.en_US.srt	SRT	7.47 KB
223 Preparing Our Inputs and Outputs.mp4	MP4	85.14 MB
223 TensorFlow-Hub-resource-for-pre-trained-deep-learning-models-and-more-.txt	TXT	19 B
224 Optional_ How machines learn and what's going on behind the scenes_.html	HTML	3.19 KB
225 Andrei-Karpathys-talk-on-AI-at-Tesla.txt	TXT	35 B
225 Building A Deep Learning Model.en_US.srt	SRT	15.31 KB
225 Building A Deep Learning Model.mp4	MP4	224.85 MB
225 MobileNetV2-the-model-were-using-on-TensorFlow-Hub.txt	TXT	72 B
225 Papers-with-Code-a-great-resource-for-some-of-the-best-machine-learning-papers-with-code-examples-.txt	TXT	28 B
225 PyTorch-Hub-PyTorch-version-of-TensorFlow-Hub-.txt	TXT	25 B
225 TensorFlow-Hub-resource-for-pre-trained-deep-learning-models-and-more-.txt	TXT	19 B
226 Building A Deep Learning Model 2.en_US.srt	SRT	12.02 KB
226 Building A Deep Learning Model 2.mp4	MP4	159.29 MB
226 Keras-in-TensorFlow-Overview-Documentation.txt	TXT	48 B
227 Building A Deep Learning Model 3.en_US.srt	SRT	10.79 KB
227 Building A Deep Learning Model 3.mp4	MP4	197.98 MB
227 MobileNetV2-the-model-were-using-architecture-explanation-by-Sik-Ho-Tsang.txt	TXT	103 B
227 Step-by-step-breakdown-of-a-convolutional-neural-network-what-MobileNetV2-is-made-of-.txt	TXT	112 B
227 The-Softmax-Function-activation-function-we-use-in-our-model-.txt	TXT	47 B
228 -Article-How-to-choose-loss-activation-functions-when-building-a-deep-learning-model.txt	TXT	109 B
228 Building A Deep Learning Model 4.en_US.srt	SRT	11.6 KB
228 Building A Deep Learning Model 4.mp4	MP4	129.37 MB
229 Summarizing Our Model.en_US.srt	SRT	5.75 KB
229 Summarizing Our Model.mp4	MP4	82.38 MB
230 Evaluating Our Model.en_US.srt	SRT	10.03 KB
230 Evaluating Our Model.mp4	MP4	116.74 MB
230 TensorBoard-Callback-Documentation.txt	TXT	74 B
231 Early-Stopping-Callback-a-way-to-stop-your-model-from-training-when-it-stops-improving-Documentation.txt	TXT	76 B
231 Preventing Overfitting.en_US.srt	SRT	5.32 KB
231 Preventing Overfitting.mp4	MP4	54.96 MB
232 Training Your Deep Neural Network.en_US.srt	SRT	22.21 KB
232 Training Your Deep Neural Network.mp4	MP4	298.59 MB
233 Evaluating Performance With TensorBoard.en_US.srt	SRT	9.2 KB
233 Evaluating Performance With TensorBoard.mp4	MP4	133.93 MB
234 Make And Transform Predictions.en_US.srt	SRT	18.41 KB
234 Make And Transform Predictions.mp4	MP4	280.43 MB
235 TensorFlow-documentation-for-the-unbatch-function.txt	TXT	67 B
235 Transform Predictions To Text.en_US.srt	SRT	16.91 KB
235 Transform Predictions To Text.mp4	MP4	229.91 MB
236 Visualizing Model Predictions.en_US.srt	SRT	16.33 KB
236 Visualizing Model Predictions.mp4	MP4	90.93 MB
237 Visualizing And Evaluate Model Predictions 2.en_US.srt	SRT	16.86 KB
237 Visualizing And Evaluate Model Predictions 2.mp4	MP4	255.21 MB
238 Visualizing And Evaluate Model Predictions 3.en_US.srt	SRT	13.24 KB
238 Visualizing And Evaluate Model Predictions 3.mp4	MP4	209.42 MB
239 Saving And Loading A Trained Model.en_US.srt	SRT	16.17 KB
239 Saving And Loading A Trained Model.mp4	MP4	227.76 MB
240 Training Model On Full Dataset.en_US.srt	SRT	18.41 KB
240 Training Model On Full Dataset.mp4	MP4	252.63 MB
241 Dog-Vision-Prediction-Probabilities-Array.txt	TXT	110 B
241 Making Predictions On Test Images.en_US.srt	SRT	19.52 KB
241 Making Predictions On Test Images.mp4	MP4	209.84 MB
242 Dog-Vision-Predictions-with-MobileNetV2-Ready-for-Kaggle-Submission.txt	TXT	120 B
242 Submitting Model to Kaggle.en_US.srt	SRT	15.9 KB
242 Submitting Model to Kaggle.mp4	MP4	177.5 MB
243 End-to-end-Dog-Vision-Notebook-from-the-videos-.txt	TXT	131 B
243 End-to-end-Dog-Vision-Notebook-with-annotations-.txt	TXT	125 B
243 Making Predictions On Our Images.en_US.srt	SRT	17.83 KB
243 Making Predictions On Our Images.mp4	MP4	210.76 MB
244 Finishing Dog Vision_ Where to next_.html	HTML	4.34 KB

15 Storytelling + Communication_ How To Present Your Work

245 Section Overview.en_US.srt	SRT	3.16 KB
245 Section Overview.mp4	MP4	7.67 MB
246 Communicating Your Work.en_US.srt	SRT	4.65 KB
246 Communicating Your Work.mp4	MP4	13.79 MB
246 How-to-Think-About-Communicating-and-Sharing-Your-Work-blog-post-.txt	TXT	82 B
247 Communicating With Managers.en_US.srt	SRT	4.34 KB
247 Communicating With Managers.mp4	MP4	11.08 MB
248 Communicating With Co-Workers.en_US.srt	SRT	5.32 KB
248 Communicating With Co-Workers.mp4	MP4	11.58 MB
249 Weekend Project Principle.en_US.srt	SRT	8.64 KB
249 Weekend Project Principle.mp4	MP4	15.11 MB
250 Communicating With Outside World.en_US.srt	SRT	4.35 KB
250 Communicating With Outside World.mp4	MP4	9.31 MB
250 Devblog-by-Hashnode-an-easy-and-free-way-to-create-a-blog-you-own-.txt	TXT	29 B
250 fast-template-by-fast.ai-a-template-you-can-use-for-your-blog-on-GitHub-Pages-.txt	TXT	46 B
251 Storytelling.en_US.srt	SRT	3.93 KB
251 Storytelling.mp4	MP4	7.01 MB
252 Communicating and sharing your work_ Further reading.html	HTML	3.61 KB

16 Career Advice + Extra Bits

253 Endorsements On LinkedIn.html	HTML	2.56 KB
254 Quick Note_ Upcoming Video.html	HTML	1.05 KB
255 What If I Don't Have Enough Experience_.en_US.srt	SRT	19.25 KB
255 What If I Don't Have Enough Experience_.mp4	MP4	312.95 MB
256 Learning Guideline.html	HTML	795 B
257 Quick Note_ Upcoming Videos.html	HTML	1.03 KB
258 JTS_ Learn to Learn.en_US.srt	SRT	2.39 KB
258 JTS_ Learn to Learn.mp4	MP4	10.52 MB
259 JTS_ Start With Why.en_US.srt	SRT	2.85 KB
259 JTS_ Start With Why.mp4	MP4	14.4 MB
260 Quick Note_ Upcoming Videos.html	HTML	837 B
261 CWD_ Git + Github.en_US.srt	SRT	20.34 KB
261 CWD_ Git + Github.mp4	MP4	363.28 MB
262 CWD_ Git + Github 2.en_US.srt	SRT	17.54 KB
262 CWD_ Git + Github 2.mp4	MP4	205.55 MB
263 Contributing To Open Source.en_US.srt	SRT	16.48 KB
263 Contributing To Open Source.mp4	MP4	199.76 MB
264 Contributing To Open Source 2.en_US.srt	SRT	9.75 KB
264 Contributing To Open Source 2.mp4	MP4	213.88 MB
265 Coding Challenges.html	HTML	1.4 KB
266 Exercise_ Contribute To Open Source.html	HTML	1.91 KB

17 Learn Python

267 What Is A Programming Language.en_US.srt	SRT	6.78 KB
267 What Is A Programming Language.mp4	MP4	34.3 MB
268 Python Interpreter.en_US.srt	SRT	7.99 KB
268 Python Interpreter.mp4	MP4	139.4 MB
269 How To Run Python Code.en_US.srt	SRT	6.21 KB
269 How To Run Python Code.mp4	MP4	71.88 MB
270 Our First Python Program.en_US.srt	SRT	8.64 KB
270 Our First Python Program.mp4	MP4	62.84 MB
271 Python 2 vs Python 3.en_US.srt	SRT	7.84 KB
271 Python 2 vs Python 3.mp4	MP4	118.19 MB
271 Python-2-vs-Python-3.txt	TXT	101 B
271 The-Story-of-Python.txt	TXT	44 B
272 Exercise_ How Does Python Work_.en_US.srt	SRT	2.74 KB
272 Exercise_ How Does Python Work_.mp4	MP4	28.91 MB
273 Learning Python.en_US.srt	SRT	2.49 KB
273 Learning Python.mp4	MP4	12.17 MB
274 Python Data Types.en_US.srt	SRT	5.02 KB
274 Python Data Types.mp4	MP4	19.4 MB
275 How To Succeed.html	HTML	765 B
276 Floating-point-numbers.txt	TXT	44 B
276 Numbers.en_US.srt	SRT	10.69 KB
276 Numbers.mp4	MP4	81.01 MB
277 Math Functions.en_US.srt	SRT	5.23 KB
277 Math Functions.mp4	MP4	44.55 MB
278 DEVELOPER FUNDAMENTALS_ I.en_US.srt	SRT	5.03 KB
278 DEVELOPER FUNDAMENTALS_ I.mp4	MP4	107.44 MB
279 Exercise-Repl.txt	TXT	46 B
279 Operator Precedence.en_US.srt	SRT	3.35 KB
279 Operator Precedence.mp4	MP4	8.5 MB
280 Exercise-Repl.txt	TXT	46 B
280 Exercise_ Operator Precedence.html	HTML	1.14 KB
281 Base-Numbers.txt	TXT	51 B
281 Optional_ bin() and complex.en_US.srt	SRT	4.62 KB
281 Optional_ bin() and complex.mp4	MP4	23.95 MB
282 Python-Keywords.txt	TXT	57 B
282 Variables.en_US.srt	SRT	15.42 KB
282 Variables.mp4	MP4	100.54 MB
283 Expressions vs Statements.en_US.srt	SRT	1.65 KB
283 Expressions vs Statements.mp4	MP4	4.89 MB
284 Augmented Assignment Operator.en_US.srt	SRT	2.84 KB
284 Augmented Assignment Operator.mp4	MP4	8.6 MB
284 Exercise-Repl.txt	TXT	56 B
285 Strings.en_US.srt	SRT	6.04 KB
285 Strings.mp4	MP4	17.31 MB
286 String Concatenation.en_US.srt	SRT	1.35 KB
286 String Concatenation.mp4	MP4	3.82 MB
287 Type Conversion.en_US.srt	SRT	2.96 KB
287 Type Conversion.mp4	MP4	25.21 MB
288 Escape Sequences.en_US.srt	SRT	4.8 KB
288 Escape Sequences.mp4	MP4	13.18 MB
289 Exercise-Repl.txt	TXT	44 B
289 Formatted Strings.en_US.srt	SRT	8.48 KB
289 Formatted Strings.mp4	MP4	27.31 MB
290 Exercise-Repl.txt	TXT	41 B
290 String Indexes.en_US.srt	SRT	8.84 KB
290 String Indexes.mp4	MP4	26.1 MB
291 Immutability.en_US.srt	SRT	3.36 KB
291 Immutability.mp4	MP4	12.86 MB
292 Built-In Functions + Methods.en_US.srt	SRT	9.87 KB
292 Built-In Functions + Methods.mp4	MP4	74.25 MB
292 Built-in-Functions.txt	TXT	49 B
292 String-Methods.txt	TXT	55 B
293 Booleans.en_US.srt	SRT	3.78 KB
293 Booleans.mp4	MP4	11.32 MB
294 Exercise_ Type Conversion.en_US.srt	SRT	8.25 KB
294 Exercise_ Type Conversion.mp4	MP4	34.19 MB
295 DEVELOPER FUNDAMENTALS_ II.en_US.srt	SRT	5.1 KB
295 DEVELOPER FUNDAMENTALS_ II.mp4	MP4	32.64 MB
295 Python-Comments-Best-Practices.txt	TXT	46 B
296 Exercise_ Password Checker.en_US.srt	SRT	7.54 KB
296 Exercise_ Password Checker.mp4	MP4	39.2 MB
297 Lists.en_US.srt	SRT	5.35 KB
297 Lists.mp4	MP4	13.22 MB
298 Exercise-Repl.txt	TXT	32 B
298 List Slicing.en_US.srt	SRT	8.14 KB
298 List Slicing.mp4	MP4	27.22 MB
299 Exercise-Repl.txt	TXT	33 B
299 Matrix.en_US.srt	SRT	3.98 KB
299 Matrix.mp4	MP4	10.87 MB
300 List Methods.en_US.srt	SRT	10.33 KB
300 List Methods.mp4	MP4	65.94 MB
300 List-Methods.txt	TXT	53 B
301 Exercise-Repl.txt	TXT	34 B
301 List Methods 2.en_US.srt	SRT	4.31 KB
301 List Methods 2.mp4	MP4	29.51 MB
301 Python-Keywords.txt	TXT	57 B
302 List Methods 3.en_US.srt	SRT	4.81 KB
302 List Methods 3.mp4	MP4	29.85 MB
303 Common List Patterns.en_US.srt	SRT	5.6 KB
303 Common List Patterns.mp4	MP4	26.67 MB
303 Exercise-Repl.txt	TXT	34 B
304 List Unpacking.en_US.srt	SRT	2.79 KB
304 List Unpacking.mp4	MP4	9.45 MB
305 None.en_US.srt	SRT	2.11 KB
305 None.mp4	MP4	4.57 MB
306 Dictionaries.en_US.srt	SRT	6.82 KB
306 Dictionaries.mp4	MP4	19.08 MB
307 DEVELOPER FUNDAMENTALS_ III.en_US.srt	SRT	3.44 KB
307 DEVELOPER FUNDAMENTALS_ III.mp4	MP4	15.02 MB
308 Dictionary Keys.en_US.srt	SRT	3.98 KB
308 Dictionary Keys.mp4	MP4	12.12 MB
309 Dictionary Methods.en_US.srt	SRT	5.05 KB
309 Dictionary Methods.mp4	MP4	15.27 MB
309 Dictionary-Methods.txt	TXT	59 B
310 Dictionary Methods 2.en_US.srt	SRT	6.85 KB
310 Dictionary Methods 2.mp4	MP4	46.9 MB
310 Exercise-Repl.txt	TXT	37 B
311 Tuples.en_US.srt	SRT	5.46 KB
311 Tuples.mp4	MP4	15.3 MB
312 Tuple-Methods.txt	TXT	54 B
312 Tuples 2.en_US.srt	SRT	2.94 KB
312 Tuples 2.mp4	MP4	9.61 MB
313 Sets.en_US.srt	SRT	8.09 KB
313 Sets.mp4	MP4	39.55 MB
314 Exercise-Repl.txt	TXT	31 B
314 Sets 2.en_US.srt	SRT	8.86 KB
314 Sets 2.mp4	MP4	92.37 MB
314 Sets-Methods.txt	TXT	52 B

18 Learn Python Part 2

315 Breaking The Flow.en_US.srt	SRT	2.88 KB
315 Breaking The Flow.mp4	MP4	12.85 MB
316 Conditional Logic.en_US.srt	SRT	15 KB
316 Conditional Logic.mp4	MP4	93.47 MB
317 Indentation In Python.en_US.srt	SRT	5.08 KB
317 Indentation In Python.mp4	MP4	17.94 MB
318 Truthy vs Falsey.en_US.srt	SRT	5.77 KB
318 Truthy vs Falsey.mp4	MP4	63.71 MB
318 Truthy-vs-Falsey-Stackoverflow.txt	TXT	110 B
319 Ternary Operator.en_US.srt	SRT	4.61 KB
319 Ternary Operator.mp4	MP4	12.73 MB
320 Short Circuiting.en_US.srt	SRT	4.3 KB
320 Short Circuiting.mp4	MP4	12.44 MB
321 Logical Operators.en_US.srt	SRT	7.76 KB
321 Logical Operators.mp4	MP4	22.56 MB
322 Exercise_ Logical Operators.en_US.srt	SRT	8.06 KB
322 Exercise_ Logical Operators.mp4	MP4	37.46 MB
323 is vs ==.en_US.srt	SRT	7.79 KB
323 is vs ==.mp4	MP4	27.55 MB
324 For Loops.en_US.srt	SRT	7.23 KB
324 For Loops.mp4	MP4	25.57 MB
325 Iterables.en_US.srt	SRT	6.58 KB
325 Iterables.mp4	MP4	38.17 MB
326 Exercise_ Tricky Counter.en_US.srt	SRT	3.45 KB
326 Exercise_ Tricky Counter.mp4	MP4	10.21 MB
326 Solution-Repl.txt	TXT	32 B
327 range().en_US.srt	SRT	5.63 KB
327 range().mp4	MP4	34.69 MB
328 enumerate().en_US.srt	SRT	4.38 KB
328 enumerate().mp4	MP4	14.38 MB
329 While Loops.en_US.srt	SRT	7.06 KB
329 While Loops.mp4	MP4	21.38 MB
330 While Loops 2.en_US.srt	SRT	6.16 KB
330 While Loops 2.mp4	MP4	17.05 MB
331 break, continue, pass.en_US.srt	SRT	5.03 KB
331 break, continue, pass.mp4	MP4	14.32 MB
332 Exercise-Repl.txt	TXT	39 B
332 Our First GUI.en_US.srt	SRT	9.92 KB
332 Our First GUI.mp4	MP4	79.86 MB
332 Solution-Repl.txt	TXT	39 B
333 DEVELOPER FUNDAMENTALS_ IV.en_US.srt	SRT	7.53 KB
333 DEVELOPER FUNDAMENTALS_ IV.mp4	MP4	41.84 MB
334 Exercise_ Find Duplicates.en_US.srt	SRT	4.21 KB
334 Exercise_ Find Duplicates.mp4	MP4	12.97 MB
334 Solution-Repl.txt	TXT	42 B
335 Functions.en_US.srt	SRT	8.82 KB
335 Functions.mp4	MP4	34.49 MB
336 Parameters and Arguments.en_US.srt	SRT	4.69 KB
336 Parameters and Arguments.mp4	MP4	17.68 MB
337 Default Parameters and Keyword Arguments.en_US.srt	SRT	5.75 KB
337 Default Parameters and Keyword Arguments.mp4	MP4	23.48 MB
338 return.en_US.srt	SRT	14.37 KB
338 return.mp4	MP4	57.64 MB
339 Exercise_ Tesla.html	HTML	887 B
340 Methods vs Functions.en_US.srt	SRT	5.06 KB
340 Methods vs Functions.mp4	MP4	46.29 MB
341 Docstrings.en_US.srt	SRT	4.13 KB
341 Docstrings.mp4	MP4	15.96 MB
342 Clean Code.en_US.srt	SRT	5.13 KB
342 Clean Code.mp4	MP4	30.13 MB
343 _args and __kwargs.en_US.srt	SRT	7.76 KB
343 _args and __kwargs.mp4	MP4	54.12 MB
344 Exercise_ Functions.en_US.srt	SRT	4.51 KB
344 Exercise_ Functions.mp4	MP4	13.5 MB
344 Solution-Repl.txt	TXT	48 B
345 Scope.en_US.srt	SRT	3.68 KB
345 Scope.mp4	MP4	12.6 MB
346 Scope Rules.en_US.srt	SRT	8.08 KB
346 Scope Rules.mp4	MP4	29.73 MB
347 global Keyword.en_US.srt	SRT	6.41 KB
347 global Keyword.mp4	MP4	33.82 MB
348 Solution-Repl.txt	TXT	35 B
348 nonlocal Keyword.en_US.srt	SRT	3.91 KB
348 nonlocal Keyword.mp4	MP4	14.8 MB
349 Why Do We Need Scope_.en_US.srt	SRT	4.59 KB
349 Why Do We Need Scope_.mp4	MP4	13.32 MB
350 Pure Functions.en_US.srt	SRT	9.67 KB
350 Pure Functions.mp4	MP4	50.61 MB
351 map().en_US.srt	SRT	6.06 KB
351 map().mp4	MP4	34.62 MB
352 filter().en_US.srt	SRT	4.85 KB
352 filter().mp4	MP4	15.2 MB
353 zip().en_US.srt	SRT	3.13 KB
353 zip().mp4	MP4	16.21 MB
354 reduce().en_US.srt	SRT	8.08 KB
354 reduce().mp4	MP4	38.95 MB
355 List Comprehensions.en_US.srt	SRT	9 KB
355 List Comprehensions.mp4	MP4	31.28 MB
356 Set Comprehensions.en_US.srt	SRT	6.31 KB
356 Set Comprehensions.mp4	MP4	21.81 MB
357 Exercise-Repl.txt	TXT	40 B
357 Exercise_ Comprehensions.en_US.srt	SRT	4.72 KB
357 Exercise_ Comprehensions.mp4	MP4	14.83 MB
357 Solution-Repl.txt	TXT	42 B
358 Python Exam_ Testing Your Understanding.html	HTML	1.59 KB
359 Modules in Python.en_US.srt	SRT	12.19 KB
359 Modules in Python.mp4	MP4	168.74 MB
360 Quick Note_ Upcoming Videos.html	HTML	933 B
361 Optional_ PyCharm.en_US.srt	SRT	10.07 KB
361 Optional_ PyCharm.mp4	MP4	65.66 MB
362 Packages in Python.en_US.srt	SRT	11.94 KB
362 Packages in Python.mp4	MP4	110 MB
363 Different Ways To Import.en_US.srt	SRT	7.22 KB
363 Different Ways To Import.mp4	MP4	39.43 MB
364 Next Steps.html	HTML	1.41 KB

19 Bonus_ Learn Advanced Statistics and Mathematics for FREE!

365 Statistics and Mathematics.html

HTML

1.17 KB

20 Where To Go From Here_

366 Become An Alumni.html	HTML	1.4 KB
367 Thank You.en_US.srt	SRT	3.5 KB
367 Thank You.mp4	MP4	15.52 MB

21 Extras

368 Bonus_ Special Thank You Gift!.html

HTML

2.24 KB

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Complete Machine Learning and Data Science : Zero to Mastery [Anglais][06-2020][Udemy][st-Anglais][Mp4]

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