File List
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complete-data-science-and-machine-learning-using-python/01 Introduction/001 Course Introduction.mp4 29.51 MB
complete-data-science-and-machine-learning-using-python/01 Introduction/002 How to Claim your FREE Gift.mp4 18.09 MB
complete-data-science-and-machine-learning-using-python/01 Introduction/003 000-Curriculum-Complete-Data-Science-and-Machine-Learning-using-Python.xlsx 17.73 KB
complete-data-science-and-machine-learning-using-python/01 Introduction/003 Complete-Data-Science-and-Machine-Learning-Course.zip 788.5 KB
complete-data-science-and-machine-learning-using-python/01 Introduction/003 Data-Science-and-Machine-Learning-Course-Slides.zip 45.21 MB
complete-data-science-and-machine-learning-using-python/01 Introduction/003 Download Course Material.mp4 24.92 MB
complete-data-science-and-machine-learning-using-python/01 Introduction/003 Hyperparameters.pdf 1.99 MB
complete-data-science-and-machine-learning-using-python/01 Introduction/003 Jupyter-Notebok-Files.zip 1.21 MB
complete-data-science-and-machine-learning-using-python/01 Introduction/003 Regularization.pdf 2.72 MB
complete-data-science-and-machine-learning-using-python/01 Introduction/004 Udemy Reviews - Important Message.mp4 25.93 MB
complete-data-science-and-machine-learning-using-python/02 -- Part 1 Essential Python Programming --/005 Install Anaconda Spyder.mp4 31.28 MB
complete-data-science-and-machine-learning-using-python/02 -- Part 1 Essential Python Programming --/006 Hands On - Hello Python and Know the environment.mp4 29.99 MB
complete-data-science-and-machine-learning-using-python/02 -- Part 1 Essential Python Programming --/007 Hands On - Variable Types and Operators.mp4 49.19 MB
complete-data-science-and-machine-learning-using-python/02 -- Part 1 Essential Python Programming --/008 Hands On - Decision Making - If-Else.mp4 26.65 MB
complete-data-science-and-machine-learning-using-python/02 -- Part 1 Essential Python Programming --/009 Python Loops explained.mp4 11.49 MB
complete-data-science-and-machine-learning-using-python/02 -- Part 1 Essential Python Programming --/010 Hands On - While Loops.mp4 30.57 MB
complete-data-science-and-machine-learning-using-python/02 -- Part 1 Essential Python Programming --/011 Hands On - For Loops.mp4 30.19 MB
complete-data-science-and-machine-learning-using-python/02 -- Part 1 Essential Python Programming --/012 Python Lists Explained.mp4 6.24 MB
complete-data-science-and-machine-learning-using-python/02 -- Part 1 Essential Python Programming --/013 Hands On - Lists Basic Operations.mp4 22.59 MB
complete-data-science-and-machine-learning-using-python/02 -- Part 1 Essential Python Programming --/014 Hands On - Lists Operations Part 2.mp4 16.46 MB
complete-data-science-and-machine-learning-using-python/02 -- Part 1 Essential Python Programming --/015 Multidimensional Lists Explained.mp4 26.65 MB
complete-data-science-and-machine-learning-using-python/02 -- Part 1 Essential Python Programming --/016 Hands On - Slicing Multidimensional lists.mp4 37.94 MB
complete-data-science-and-machine-learning-using-python/02 -- Part 1 Essential Python Programming --/017 Hands On - Python Tuples.mp4 16.02 MB
complete-data-science-and-machine-learning-using-python/02 -- Part 1 Essential Python Programming --/018 Python Dictionary Explained.mp4 15.25 MB
complete-data-science-and-machine-learning-using-python/02 -- Part 1 Essential Python Programming --/019 Hands On - Access the Dictionary Data.mp4 35.85 MB
complete-data-science-and-machine-learning-using-python/02 -- Part 1 Essential Python Programming --/020 Hands On - Dictionary Methods and functions.mp4 33.92 MB
complete-data-science-and-machine-learning-using-python/02 -- Part 1 Essential Python Programming --/021 citytemp.csv 544 B
complete-data-science-and-machine-learning-using-python/02 -- Part 1 Essential Python Programming --/021 File processing - Open and Read files.mp4 45.11 MB
complete-data-science-and-machine-learning-using-python/02 -- Part 1 Essential Python Programming --/022 File Processing - Process Data and Write to Files.mp4 39.59 MB
complete-data-science-and-machine-learning-using-python/02 -- Part 1 Essential Python Programming --/023 File Processing - Process Data using Loops.mp4 40.91 MB
complete-data-science-and-machine-learning-using-python/02 -- Part 1 Essential Python Programming --/024 Project 1 - Calculate the average temperature per city.mp4 33.51 MB
complete-data-science-and-machine-learning-using-python/02 -- Part 1 Essential Python Programming --/025 Solution - Project 1 calculate the average temperature per city.mp4 52.53 MB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/026 What you will learn in this Part.html 1.72 KB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/027 Algebraic Equations.mp4 33.77 MB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/028 Exponents and Logs.mp4 15.78 MB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/029 Polynomial Equations.mp4 12.88 MB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/030 Factoring.mp4 13.25 MB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/031 Quadratic Equations.mp4 10.88 MB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/032 Functions.mp4 13.99 MB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/033 Calculus Foundation.mp4 31.42 MB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/034 Rate of Change and Limits.mp4 27.46 MB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/035 Differentiation and Derivatives.mp4 61.11 MB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/036 Derivative Rules and Operations.mp4 21.97 MB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/037 Double Derivatives and finding Maxima.mp4 24.21 MB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/038 Double Derivatives example.mp4 52.09 MB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/039 Partial Derivatives and Gradient Descent.mp4 24.89 MB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/040 Integration and Area Under the Curve.mp4 20.68 MB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/041 Vector Basics - What is a Vector and vector operations.mp4 21.06 MB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/042 Vector Arithmetic.mp4 18.27 MB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/043 Matrix Foundation.mp4 21.18 MB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/044 Matrix Arithmetic.mp4 36.83 MB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/045 Identity Inverse Determinant and Transpose Matrix.mp4 12.17 MB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/046 Matrix Transformation.mp4 18.36 MB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/047 Change of Basis and Axis using Matrix Transformation.mp4 45.99 MB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/048 Eigenvalues and Eigenvectors.mp4 37.31 MB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/049 Understanding probability in simple terms.mp4 30.12 MB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/050 Probability Terms.mp4 7.35 MB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/051 Conditional Probability.mp4 32.3 MB
complete-data-science-and-machine-learning-using-python/03 -- Part 2 Essential Mathematics --/052 Random Processes and Random Variables.mp4 38.3 MB
complete-data-science-and-machine-learning-using-python/04 What is Data Science and Machine Learning/053 Need for Data Science and Machine Learning.mp4 49.39 MB
complete-data-science-and-machine-learning-using-python/04 What is Data Science and Machine Learning/054 Types of Analytics.mp4 26.52 MB
complete-data-science-and-machine-learning-using-python/04 What is Data Science and Machine Learning/055 Decoding Data Science and Machine Learning.mp4 55.57 MB
complete-data-science-and-machine-learning-using-python/04 What is Data Science and Machine Learning/056 Data Science Project Lifecycle Part 1.mp4 19.59 MB
complete-data-science-and-machine-learning-using-python/04 What is Data Science and Machine Learning/057 Data Science Project Lifecycle Part 2.mp4 18.09 MB
complete-data-science-and-machine-learning-using-python/04 What is Data Science and Machine Learning/058 Data Science Project Lifecycle Part 3.mp4 22.51 MB
complete-data-science-and-machine-learning-using-python/04 What is Data Science and Machine Learning/059 Data Science Project Lifecycle Part 4.mp4 28.53 MB
complete-data-science-and-machine-learning-using-python/04 What is Data Science and Machine Learning/060 What does a Data Scientist do and the skills required.mp4 31.96 MB
complete-data-science-and-machine-learning-using-python/05 -- Part 3 Essential Statistics --/061 What you will learn in this part.html 1.67 KB
complete-data-science-and-machine-learning-using-python/06 Descriptive Statistics/062 What is Data Understanding the Data and its elements.mp4 32.86 MB
complete-data-science-and-machine-learning-using-python/06 Descriptive Statistics/063 Measure of Central Tendency using Mean Median mode.mp4 38.09 MB
complete-data-science-and-machine-learning-using-python/06 Descriptive Statistics/064 Measure of Dispersion using Standard Deviation and variance.mp4 37.76 MB
complete-data-science-and-machine-learning-using-python/06 Descriptive Statistics/065 Hands on - Get Statistical Summary.mp4 20 MB
complete-data-science-and-machine-learning-using-python/06 Descriptive Statistics/066 Measure of Dispersion using Percentile Range and IQR.mp4 30.3 MB
complete-data-science-and-machine-learning-using-python/07 Data Visualization/067 Importance of Data Visualization.mp4 18.93 MB
complete-data-science-and-machine-learning-using-python/07 Data Visualization/068 Data Visualization - Frequency Table Histogram and Bar Chart.mp4 15.78 MB
complete-data-science-and-machine-learning-using-python/07 Data Visualization/069 Understanding Boxplot for Numerical Data.mp4 22.04 MB
complete-data-science-and-machine-learning-using-python/07 Data Visualization/070 What is a Plot.mp4 13.72 MB
complete-data-science-and-machine-learning-using-python/07 Data Visualization/071 Hands On - Create Line Plots.mp4 66.01 MB
complete-data-science-and-machine-learning-using-python/07 Data Visualization/072 Hands On - Understand Plot Figure Menu.mp4 21.78 MB
complete-data-science-and-machine-learning-using-python/07 Data Visualization/073 03-Bar-chart.py 574 B
complete-data-science-and-machine-learning-using-python/07 Data Visualization/073 Hands On - Create your first Bar Chart.mp4 23.19 MB
complete-data-science-and-machine-learning-using-python/07 Data Visualization/074 02-Histogram.py 720 B
complete-data-science-and-machine-learning-using-python/07 Data Visualization/074 agedata.csv 249 B
complete-data-science-and-machine-learning-using-python/07 Data Visualization/074 Hands On - Create Histogram of Data.mp4 55.74 MB
complete-data-science-and-machine-learning-using-python/07 Data Visualization/075 04-Boxplot.py 640 B
complete-data-science-and-machine-learning-using-python/07 Data Visualization/075 Hands On - Plotting Boxplot.mp4 36.97 MB
complete-data-science-and-machine-learning-using-python/07 Data Visualization/075 salesdata.csv 86 B
complete-data-science-and-machine-learning-using-python/07 Data Visualization/076 Data Visualization for Categorical Data.mp4 31.47 MB
complete-data-science-and-machine-learning-using-python/07 Data Visualization/077 agedata2.csv 753 B
complete-data-science-and-machine-learning-using-python/07 Data Visualization/077 Hands On - Pie Charts Part 1.mp4 69.6 MB
complete-data-science-and-machine-learning-using-python/07 Data Visualization/078 05-Pie-Chart.py 887 B
complete-data-science-and-machine-learning-using-python/07 Data Visualization/078 Hands On - Pie Charts Part 2.mp4 21.88 MB
complete-data-science-and-machine-learning-using-python/07 Data Visualization/079 06-Scatter-plot.py 769 B
complete-data-science-and-machine-learning-using-python/07 Data Visualization/079 Hands On - Scatter Plots.mp4 43.38 MB
complete-data-science-and-machine-learning-using-python/07 Data Visualization/079 salesdata2.csv 148 B
complete-data-science-and-machine-learning-using-python/07 Data Visualization/080 Hands On - MatplotLib Figures for creating multiple plots.mp4 66.17 MB
complete-data-science-and-machine-learning-using-python/07 Data Visualization/081 Hands On - Subplots for plotting multiple plots in one figure.mp4 62.14 MB
complete-data-science-and-machine-learning-using-python/07 Data Visualization/082 Hands On - Customization of Plot elements Part 1.mp4 11.54 MB
complete-data-science-and-machine-learning-using-python/07 Data Visualization/083 Hands On - Customization of Plot elements Part 2.mp4 38.98 MB
complete-data-science-and-machine-learning-using-python/07 Data Visualization/084 Hands On - Customization of Plot elements Part 3.mp4 26.43 MB
complete-data-science-and-machine-learning-using-python/07 Data Visualization/085 Hands On - Customization of Plot elements Part 4.mp4 28.72 MB
complete-data-science-and-machine-learning-using-python/07 Data Visualization/086 Claim your reward now.html 1.27 KB
complete-data-science-and-machine-learning-using-python/08 Inferential Statistics Distributions and Hypothesis/087 Understand Population Vs Samples.mp4 43.66 MB
complete-data-science-and-machine-learning-using-python/08 Inferential Statistics Distributions and Hypothesis/088 What is a Sample Bias.mp4 57.74 MB
complete-data-science-and-machine-learning-using-python/08 Inferential Statistics Distributions and Hypothesis/089 What is Correlation and Causality.mp4 55.22 MB
complete-data-science-and-machine-learning-using-python/08 Inferential Statistics Distributions and Hypothesis/090 What is Covariance and Covariance Matrix.mp4 44.06 MB
complete-data-science-and-machine-learning-using-python/08 Inferential Statistics Distributions and Hypothesis/091 Probability Density Function and Distributions.mp4 40.05 MB
complete-data-science-and-machine-learning-using-python/08 Inferential Statistics Distributions and Hypothesis/092 Normal Distributions.mp4 43.62 MB
complete-data-science-and-machine-learning-using-python/08 Inferential Statistics Distributions and Hypothesis/093 Standard Normal Distributions.mp4 63.07 MB
complete-data-science-and-machine-learning-using-python/08 Inferential Statistics Distributions and Hypothesis/094 Sampling Distributions.mp4 24.04 MB
complete-data-science-and-machine-learning-using-python/08 Inferential Statistics Distributions and Hypothesis/095 Central Limit Theorem.mp4 32.61 MB
complete-data-science-and-machine-learning-using-python/08 Inferential Statistics Distributions and Hypothesis/096 Confidence Interval - Part 1.mp4 27.95 MB
complete-data-science-and-machine-learning-using-python/08 Inferential Statistics Distributions and Hypothesis/097 Confidence Interval - Part 2.mp4 72.57 MB
complete-data-science-and-machine-learning-using-python/08 Inferential Statistics Distributions and Hypothesis/098 What is Hypothesis and Null Vs Alternate Hypothesis.mp4 46.36 MB
complete-data-science-and-machine-learning-using-python/08 Inferential Statistics Distributions and Hypothesis/099 What is Statistical Significance.mp4 36.12 MB
complete-data-science-and-machine-learning-using-python/08 Inferential Statistics Distributions and Hypothesis/100 Hypothesis Testing Examples.mp4 56.09 MB
complete-data-science-and-machine-learning-using-python/09 -- Part 4 Data Pre-Processing --/101 Hands On - Import Library to Read and Slice the data.mp4 92.51 MB
complete-data-science-and-machine-learning-using-python/09 -- Part 4 Data Pre-Processing --/102 Hands On - Understand the data you are dealing with.mp4 36.72 MB
complete-data-science-and-machine-learning-using-python/09 -- Part 4 Data Pre-Processing --/102 loan-small.csv 626 B
complete-data-science-and-machine-learning-using-python/09 -- Part 4 Data Pre-Processing --/103 Hands On - Handling Missing Values.mp4 128.62 MB
complete-data-science-and-machine-learning-using-python/09 -- Part 4 Data Pre-Processing --/104 Label-Encoding for Categorical Data.mp4 20.84 MB
complete-data-science-and-machine-learning-using-python/09 -- Part 4 Data Pre-Processing --/105 Hands On Label Encoding.mp4 42.68 MB
complete-data-science-and-machine-learning-using-python/09 -- Part 4 Data Pre-Processing --/106 Hot-Encoding for Categorical Data Explained.mp4 13.47 MB
complete-data-science-and-machine-learning-using-python/09 -- Part 4 Data Pre-Processing --/107 Hands On - Hot-Encoding for Categorical Data.mp4 57.23 MB
complete-data-science-and-machine-learning-using-python/09 -- Part 4 Data Pre-Processing --/108 Data normalization - Understand the reasons.mp4 26.6 MB
complete-data-science-and-machine-learning-using-python/09 -- Part 4 Data Pre-Processing --/109 Hands On - Data Normalization using Standard Scaler.mp4 63.04 MB
complete-data-science-and-machine-learning-using-python/09 -- Part 4 Data Pre-Processing --/110 Hands On - Data Normalization using minmax.mp4 28.96 MB
complete-data-science-and-machine-learning-using-python/09 -- Part 4 Data Pre-Processing --/111 Train and Test Data Split explained.mp4 16.76 MB
complete-data-science-and-machine-learning-using-python/09 -- Part 4 Data Pre-Processing --/112 Hands On - Train and Test Data Split.mp4 82.96 MB
complete-data-science-and-machine-learning-using-python/10 -- Part 5 Regression --------/113 What you will learn in this section.html 1.2 KB
complete-data-science-and-machine-learning-using-python/11 Simple Linear Regression/114 What is Simple Linear Regression.mp4 36.4 MB
complete-data-science-and-machine-learning-using-python/11 Simple Linear Regression/115 Ordinary Least Square and Regression Errors.mp4 28.19 MB
complete-data-science-and-machine-learning-using-python/11 Simple Linear Regression/116 01Students.csv 196 B
complete-data-science-and-machine-learning-using-python/11 Simple Linear Regression/116 02-simple-regression.py 1.42 KB
complete-data-science-and-machine-learning-using-python/11 Simple Linear Regression/116 Project 2 - Data Processing.mp4 56.17 MB
complete-data-science-and-machine-learning-using-python/11 Simple Linear Regression/117 Project 2 - Train and Test Model.mp4 57.92 MB
complete-data-science-and-machine-learning-using-python/11 Simple Linear Regression/118 Test the model and Predict Y Values.mp4 39.58 MB
complete-data-science-and-machine-learning-using-python/11 Simple Linear Regression/119 Project 2 - R-Squared and its Importance.mp4 26.07 MB
complete-data-science-and-machine-learning-using-python/11 Simple Linear Regression/120 Project 2 - Score and Get coefficients.mp4 36.08 MB
complete-data-science-and-machine-learning-using-python/11 Simple Linear Regression/121 Project 2 - Calculate RMSE (Root Mean Squared Error).mp4 29.07 MB
complete-data-science-and-machine-learning-using-python/11 Simple Linear Regression/122 Project 2 - Plot the predictions.mp4 40.04 MB
complete-data-science-and-machine-learning-using-python/12 Multiple Linear Regression/123 Understanding the Multiple Linear Regression.mp4 18.97 MB
complete-data-science-and-machine-learning-using-python/12 Multiple Linear Regression/124 02Students.csv 263 B
complete-data-science-and-machine-learning-using-python/12 Multiple Linear Regression/124 03-Multiple-Linear-Regression.py 1.3 KB
complete-data-science-and-machine-learning-using-python/12 Multiple Linear Regression/124 Project 3 - Multiple Linear Regression Predictions.mp4 87.38 MB
complete-data-science-and-machine-learning-using-python/12 Multiple Linear Regression/125 Issues to deal with for Multiple Linear Regression.mp4 12.5 MB
complete-data-science-and-machine-learning-using-python/12 Multiple Linear Regression/126 Degrees of Freedom.mp4 55.49 MB
complete-data-science-and-machine-learning-using-python/12 Multiple Linear Regression/127 Adjusted R-Squared.mp4 21.81 MB
complete-data-science-and-machine-learning-using-python/12 Multiple Linear Regression/128 Assumptions of Multiple Linear Regression.mp4 11.74 MB
complete-data-science-and-machine-learning-using-python/12 Multiple Linear Regression/129 Linearity and Multicollinearity Assumption.mp4 27.94 MB
complete-data-science-and-machine-learning-using-python/12 Multiple Linear Regression/130 Assumption of Autocorrelation.mp4 40.61 MB
complete-data-science-and-machine-learning-using-python/12 Multiple Linear Regression/131 03-autocorrelation.py 743 B
complete-data-science-and-machine-learning-using-python/12 Multiple Linear Regression/131 03-corr.csv 73 B
complete-data-science-and-machine-learning-using-python/12 Multiple Linear Regression/131 Hands on - Plot Autocorrelation.mp4 24.91 MB
complete-data-science-and-machine-learning-using-python/12 Multiple Linear Regression/132 Hands on - Create shifted or TimeLag Data.mp4 25.61 MB
complete-data-science-and-machine-learning-using-python/12 Multiple Linear Regression/133 Endogeneity Assumption.mp4 25.69 MB
complete-data-science-and-machine-learning-using-python/12 Multiple Linear Regression/134 Normality of Residuals.mp4 32.51 MB
complete-data-science-and-machine-learning-using-python/12 Multiple Linear Regression/135 Assumption of Homoscadasticity.mp4 26.53 MB
complete-data-science-and-machine-learning-using-python/12 Multiple Linear Regression/136 Dummy Variable trap.mp4 25.5 MB
complete-data-science-and-machine-learning-using-python/13 Project 4 - Kaggle Bike Demand Predictions/137 Lets understand the problem.mp4 70.48 MB
complete-data-science-and-machine-learning-using-python/13 Project 4 - Kaggle Bike Demand Predictions/138 Steps required to solve the problem.mp4 20.69 MB
complete-data-science-and-machine-learning-using-python/13 Project 4 - Kaggle Bike Demand Predictions/139 BikesSharing-project.py 7.38 KB
complete-data-science-and-machine-learning-using-python/13 Project 4 - Kaggle Bike Demand Predictions/139 hour.csv 1.1 MB
complete-data-science-and-machine-learning-using-python/13 Project 4 - Kaggle Bike Demand Predictions/139 Read and Prepare Data.mp4 66.58 MB
complete-data-science-and-machine-learning-using-python/13 Project 4 - Kaggle Bike Demand Predictions/140 Basic Analysis of Data.mp4 32 MB
complete-data-science-and-machine-learning-using-python/13 Project 4 - Kaggle Bike Demand Predictions/141 Data Visualization of the Continuous Variables.mp4 78.7 MB
complete-data-science-and-machine-learning-using-python/13 Project 4 - Kaggle Bike Demand Predictions/142 Data Visualization of the Categorical Variables.mp4 110.47 MB
complete-data-science-and-machine-learning-using-python/13 Project 4 - Kaggle Bike Demand Predictions/143 Summarize Data Visualization Findings.mp4 25.86 MB
complete-data-science-and-machine-learning-using-python/13 Project 4 - Kaggle Bike Demand Predictions/144 Check for Outliers.mp4 31.22 MB
complete-data-science-and-machine-learning-using-python/13 Project 4 - Kaggle Bike Demand Predictions/145 Test the Multicollinearity Assumption.mp4 52.45 MB
complete-data-science-and-machine-learning-using-python/13 Project 4 - Kaggle Bike Demand Predictions/146 Test Auto-correlation in Demand.mp4 21.85 MB
complete-data-science-and-machine-learning-using-python/13 Project 4 - Kaggle Bike Demand Predictions/147 Solving the problem of Normality.mp4 33.34 MB
complete-data-science-and-machine-learning-using-python/13 Project 4 - Kaggle Bike Demand Predictions/148 Solving the problem of Autocorrelation.mp4 73.62 MB
complete-data-science-and-machine-learning-using-python/13 Project 4 - Kaggle Bike Demand Predictions/149 Create Dummy Variables.mp4 78.75 MB
complete-data-science-and-machine-learning-using-python/13 Project 4 - Kaggle Bike Demand Predictions/150 Train-Test Split for the Time-Series Data.mp4 56.1 MB
complete-data-science-and-machine-learning-using-python/13 Project 4 - Kaggle Bike Demand Predictions/151 Create the Model and measure RMSE.mp4 43.12 MB
complete-data-science-and-machine-learning-using-python/13 Project 4 - Kaggle Bike Demand Predictions/152 Calculate and measure RMSLE for Kaggle.mp4 99.65 MB
complete-data-science-and-machine-learning-using-python/14 -- Part 6 Classification ---------/153 What you will learn in this section.html 1.52 KB
complete-data-science-and-machine-learning-using-python/15 Logistic Regression/154 What is Logistic Regression.mp4 30.99 MB
complete-data-science-and-machine-learning-using-python/15 Logistic Regression/155 Project 5 - Predict Loan Approval Problem Understanding.mp4 24.35 MB
complete-data-science-and-machine-learning-using-python/15 Logistic Regression/156 01Exercise1.csv 13.58 KB
complete-data-science-and-machine-learning-using-python/15 Logistic Regression/156 Project 5 - Predict Loan Approval Part 1.mp4 29.71 MB
complete-data-science-and-machine-learning-using-python/15 Logistic Regression/157 Project 5 - Predict Loan Approval Part 2.mp4 80.3 MB
complete-data-science-and-machine-learning-using-python/15 Logistic Regression/158 Project 5 - Predict Loan Approval Part 3.mp4 20.92 MB
complete-data-science-and-machine-learning-using-python/15 Logistic Regression/159 Project 5 - Predict Loan Approval - Build Logistic Regressor.mp4 24.85 MB
complete-data-science-and-machine-learning-using-python/15 Logistic Regression/159 Project 5 - Predict Loan Approval - Stratification.mp4 14.74 MB
complete-data-science-and-machine-learning-using-python/15 Logistic Regression/160 Project 5 - Predict Loan Approval - Build Logistic Regressor.mp4 24.2 MB
complete-data-science-and-machine-learning-using-python/15 Logistic Regression/160 Project 5 - Predict Loan Approval - Confusion Martix.mp4 26.06 MB
complete-data-science-and-machine-learning-using-python/15 Logistic Regression/161 Create and Analyse Confusion Matrix.mp4 38.24 MB
complete-data-science-and-machine-learning-using-python/15 Logistic Regression/161 Project 5 - Predict Loan Approval - Confusion Martix.mp4 32.56 MB
complete-data-science-and-machine-learning-using-python/15 Logistic Regression/162 Create and Analyse Confusion Matrix.mp4 38.05 MB
complete-data-science-and-machine-learning-using-python/16 Support Vector Machines (SVM)/162 Common Sensical Intuition of SVM.mp4 24.21 MB
complete-data-science-and-machine-learning-using-python/16 Support Vector Machines (SVM)/163 Common Sensical Intuition of SVM.mp4 24.21 MB
complete-data-science-and-machine-learning-using-python/16 Support Vector Machines (SVM)/163 Mathematical Intuition of SVM Part 1.mp4 31.47 MB
complete-data-science-and-machine-learning-using-python/16 Support Vector Machines (SVM)/164 Mathematical Intuition of SVM Part 1.mp4 31.47 MB
complete-data-science-and-machine-learning-using-python/16 Support Vector Machines (SVM)/164 Mathematical Intuition of SVM Part 2.mp4 30.38 MB
complete-data-science-and-machine-learning-using-python/16 Support Vector Machines (SVM)/165 Hands on - Simple Implementation of SVM.mp4 59.29 MB
complete-data-science-and-machine-learning-using-python/16 Support Vector Machines (SVM)/165 Mathematical Intuition of SVM Part 2.mp4 30.38 MB
complete-data-science-and-machine-learning-using-python/16 Support Vector Machines (SVM)/166 Hands on - Simple Implementation of SVM.mp4 59.29 MB
complete-data-science-and-machine-learning-using-python/16 Support Vector Machines (SVM)/166 SVM Kernel Functions Part 1.mp4 31.68 MB
complete-data-science-and-machine-learning-using-python/16 Support Vector Machines (SVM)/167 SVM Kernel Functions Part 1.mp4 31.68 MB
complete-data-science-and-machine-learning-using-python/16 Support Vector Machines (SVM)/167 SVM Kernel Functions Part 2.mp4 52.74 MB
complete-data-science-and-machine-learning-using-python/16 Support Vector Machines (SVM)/168 SVM Kernel Function Types.mp4 43.03 MB
complete-data-science-and-machine-learning-using-python/16 Support Vector Machines (SVM)/168 SVM Kernel Functions Part 2.mp4 52.74 MB
complete-data-science-and-machine-learning-using-python/16 Support Vector Machines (SVM)/169 Project 6 - IRIS Classification Problem.mp4 12.52 MB
complete-data-science-and-machine-learning-using-python/16 Support Vector Machines (SVM)/169 SVM Kernel Function Types.mp4 43.03 MB
complete-data-science-and-machine-learning-using-python/16 Support Vector Machines (SVM)/170 Project 6 - Data Processing.mp4 41.52 MB
complete-data-science-and-machine-learning-using-python/16 Support Vector Machines (SVM)/170 Project 6 - IRIS Classification Problem.mp4 12.52 MB
complete-data-science-and-machine-learning-using-python/16 Support Vector Machines (SVM)/171 Project 6 - Data Processing.mp4 41.52 MB
complete-data-science-and-machine-learning-using-python/16 Support Vector Machines (SVM)/171 Project 6 - Train and create Model.mp4 39.65 MB
complete-data-science-and-machine-learning-using-python/16 Support Vector Machines (SVM)/172 Project 6 - Multiple Model Creation and comparison.mp4 49.39 MB
complete-data-science-and-machine-learning-using-python/16 Support Vector Machines (SVM)/172 Project 6 - Train and create Model.mp4 39.65 MB
complete-data-science-and-machine-learning-using-python/16 Support Vector Machines (SVM)/173 Project 6 - Multiple Model Creation and comparison.mp4 49.39 MB
complete-data-science-and-machine-learning-using-python/17 Decision Trees/173 Intuition Behind Decision Trees.mp4 35.22 MB
complete-data-science-and-machine-learning-using-python/17 Decision Trees/174 04-Decision-Tree-Adult-Income.py 1.15 KB
complete-data-science-and-machine-learning-using-python/17 Decision Trees/174 04-decisiontreeAdultIncome.csv 1.11 MB
complete-data-science-and-machine-learning-using-python/17 Decision Trees/174 Intuition Behind Decision Trees.mp4 35.22 MB
complete-data-science-and-machine-learning-using-python/17 Decision Trees/174 Project 7 - Adult Income Prediction Problem Understanding.mp4 15.56 MB
complete-data-science-and-machine-learning-using-python/17 Decision Trees/175 04-Decision-Tree-Adult-Income.py 1.15 KB
complete-data-science-and-machine-learning-using-python/17 Decision Trees/175 04-decisiontreeAdultIncome.csv 1.11 MB
complete-data-science-and-machine-learning-using-python/17 Decision Trees/175 Project 7 - Adult Income Prediction Problem Understanding.mp4 15.56 MB
complete-data-science-and-machine-learning-using-python/17 Decision Trees/175 Project 7 - Data Processing.mp4 59.24 MB
complete-data-science-and-machine-learning-using-python/17 Decision Trees/176 Project 7 - Data Processing.mp4 59.24 MB
complete-data-science-and-machine-learning-using-python/17 Decision Trees/176 Project 7 - Split data and Import Classifier.mp4 18.64 MB
complete-data-science-and-machine-learning-using-python/17 Decision Trees/177 Project 7 - Decision Trees - Parameters Part 1.mp4 54.34 MB
complete-data-science-and-machine-learning-using-python/17 Decision Trees/177 Project 7 - Split data and Import Classifier.mp4 18.64 MB
complete-data-science-and-machine-learning-using-python/17 Decision Trees/178 Project 7 - Decision Trees - Parameters Part 1.mp4 54.34 MB
complete-data-science-and-machine-learning-using-python/17 Decision Trees/178 Project 7 - Decision Trees - Parameters Part 2.mp4 45.55 MB
complete-data-science-and-machine-learning-using-python/17 Decision Trees/179 Project 7 - Decision Trees - Parameters Part 2.mp4 45.55 MB
complete-data-science-and-machine-learning-using-python/17 Decision Trees/179 Project 7 - Run and Evaluate Model.mp4 30.63 MB
complete-data-science-and-machine-learning-using-python/17 Decision Trees/180 Project 7 - Run and Evaluate Model.mp4 30.63 MB
complete-data-science-and-machine-learning-using-python/18 Random Forest/180 Ensemble Learning and Random Forests.mp4 17.31 MB
complete-data-science-and-machine-learning-using-python/18 Random Forest/181 Bagging and Boosting.mp4 17.51 MB
complete-data-science-and-machine-learning-using-python/18 Random Forest/181 Ensemble Learning and Random Forests.mp4 17.31 MB
complete-data-science-and-machine-learning-using-python/18 Random Forest/182 05-Random-Forest-comparison.py 1.49 KB
complete-data-science-and-machine-learning-using-python/18 Random Forest/182 Bagging and Boosting.mp4 17.51 MB
complete-data-science-and-machine-learning-using-python/18 Random Forest/182 Hands on - Implement Random Forest.mp4 66.9 MB
complete-data-science-and-machine-learning-using-python/18 Random Forest/183 05-Random-Forest-comparison.py 1.49 KB
complete-data-science-and-machine-learning-using-python/18 Random Forest/183 Hands on - Implement Random Forest.mp4 66.9 MB
complete-data-science-and-machine-learning-using-python/19 Evaluate Classification Models/183 Need for Evaluation and Accuracy Paradox.mp4 38.22 MB
complete-data-science-and-machine-learning-using-python/19 Evaluate Classification Models/184 Classification Evaluation Measures.mp4 52.13 MB
complete-data-science-and-machine-learning-using-python/19 Evaluate Classification Models/184 Need for Evaluation and Accuracy Paradox.mp4 38.22 MB
complete-data-science-and-machine-learning-using-python/19 Evaluate Classification Models/185 Classification Evaluation Measures.mp4 52.13 MB
complete-data-science-and-machine-learning-using-python/19 Evaluate Classification Models/185 Hands on - Evaluation Metrics for Loan Prediction projects.mp4 34.47 MB
complete-data-science-and-machine-learning-using-python/19 Evaluate Classification Models/186 Hands on - Evaluation Metrics for Loan Prediction projects.mp4 34.47 MB
complete-data-science-and-machine-learning-using-python/19 Evaluate Classification Models/186 What is Threshold and Adjusting Thresholds.mp4 19.59 MB
complete-data-science-and-machine-learning-using-python/19 Evaluate Classification Models/187 06-Evaluate-and-build-ROC.py 2.91 KB
complete-data-science-and-machine-learning-using-python/19 Evaluate Classification Models/187 Hands on - Adjusting Thresholds.mp4 121.68 MB
complete-data-science-and-machine-learning-using-python/19 Evaluate Classification Models/187 What is Threshold and Adjusting Thresholds.mp4 19.59 MB
complete-data-science-and-machine-learning-using-python/19 Evaluate Classification Models/188 06-Evaluate-and-build-ROC.py 2.91 KB
complete-data-science-and-machine-learning-using-python/19 Evaluate Classification Models/188 Hands on - Adjusting Thresholds.mp4 121.68 MB
complete-data-science-and-machine-learning-using-python/19 Evaluate Classification Models/188 Hands On - AUC ROC Curve using Python.mp4 86.13 MB
complete-data-science-and-machine-learning-using-python/19 Evaluate Classification Models/189 050-AUC-ROC-Hands-on.xlsx 23.52 KB
complete-data-science-and-machine-learning-using-python/19 Evaluate Classification Models/189 Drawing the AUC ROC Curve.mp4 26.25 MB
complete-data-science-and-machine-learning-using-python/19 Evaluate Classification Models/189 Hands On - AUC ROC Curve using Python.mp4 86.13 MB
complete-data-science-and-machine-learning-using-python/19 Evaluate Classification Models/190 050-AUC-ROC-Hands-on.xlsx 23.52 KB
complete-data-science-and-machine-learning-using-python/19 Evaluate Classification Models/190 Drawing the AUC ROC Curve.mp4 26.25 MB
complete-data-science-and-machine-learning-using-python/20 -- Part 7 Feature Selection ------/190 What You will learn in this Part.html 1.47 KB
complete-data-science-and-machine-learning-using-python/20 -- Part 7 Feature Selection ------/191 What You will learn in this Part.html 1.47 KB
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/191 Feature Selection Importance.mp4 39.82 MB
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/192 Feature Selection Importance.mp4 39.82 MB
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/192 What is Univariate Feature Selection.mp4 27.3 MB
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/193 F-Test for Regression and Classification.mp4 23.68 MB
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/193 What is Univariate Feature Selection.mp4 27.3 MB
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/194 F-Test for Regression and Classification.mp4 23.68 MB
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/194 Hands on F-test - Problem Statement.mp4 9.58 MB
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/194 Students2.csv 680 B
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/195 Hands on F-test - Problem Statement.mp4 9.58 MB
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/195 Hands On F-test - Regression without feature selection.mp4 30.45 MB
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/195 Students2.csv 680 B
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/196 Hands on F-test - Print and analyse Pvalues.mp4 65.31 MB
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/196 Hands On F-test - Regression without feature selection.mp4 30.45 MB
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/197 Hands on F-test - Compare Results with and without Feature Selection.mp4 26.83 MB
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/197 Hands on F-test - Print and analyse Pvalues.mp4 65.31 MB
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/198 Chi-Squared Intuition.mp4 50.67 MB
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/198 Hands on F-test - Compare Results with and without Feature Selection.mp4 26.83 MB
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/199 Chi-Squared Intuition.mp4 50.67 MB
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/199 Scikitlearn - What are Feature Selection Transforms.mp4 30.59 MB
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/200 Hands on - SelectKBest Part 1.mp4 45.97 MB
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/200 Scikitlearn - What are Feature Selection Transforms.mp4 30.59 MB
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/201 Hands on - SelectKBest Part 1.mp4 45.97 MB
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/201 Hands on - SelectKBest Part 2.mp4 48.17 MB
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/202 Hands on - SelectKBest Part 2.mp4 48.17 MB
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/202 Hands on - SelectPercentile.mp4 24.51 MB
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/203 Hands on - Generic Univariate Select.mp4 61.08 MB
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/203 Hands on - SelectPercentile.mp4 24.51 MB
complete-data-science-and-machine-learning-using-python/21 Univariate Feature Selection/204 Hands on - Generic Univariate Select.mp4 61.08 MB
complete-data-science-and-machine-learning-using-python/22 Recursive Feature Elimination/204 What is Recursive Feature Elimination (RFE).mp4 25.71 MB
complete-data-science-and-machine-learning-using-python/22 Recursive Feature Elimination/205 03-RFE-Project.py 2.53 KB
complete-data-science-and-machine-learning-using-python/22 Recursive Feature Elimination/205 bank.csv 4.7 MB
complete-data-science-and-machine-learning-using-python/22 Recursive Feature Elimination/205 Project 8 - Bank Telemarketing Predictions Problem Understanding.mp4 19.56 MB
complete-data-science-and-machine-learning-using-python/22 Recursive Feature Elimination/205 What is Recursive Feature Elimination (RFE).mp4 25.71 MB
complete-data-science-and-machine-learning-using-python/22 Recursive Feature Elimination/206 03-RFE-Project.py 2.53 KB
complete-data-science-and-machine-learning-using-python/22 Recursive Feature Elimination/206 bank.csv 4.7 MB
complete-data-science-and-machine-learning-using-python/22 Recursive Feature Elimination/206 Project 8 - Bank Telemarketing Predictions Problem Understanding.mp4 19.56 MB
complete-data-science-and-machine-learning-using-python/22 Recursive Feature Elimination/206 Project 8 - Build Prediction model without RFE.mp4 46.88 MB
complete-data-science-and-machine-learning-using-python/22 Recursive Feature Elimination/207 Project 8 - Build Prediction model without RFE.mp4 46.88 MB
complete-data-science-and-machine-learning-using-python/22 Recursive Feature Elimination/207 Project 8 - Configure RFE and Compare results.mp4 108.99 MB
complete-data-science-and-machine-learning-using-python/22 Recursive Feature Elimination/208 Project 8 - Configure RFE and Compare results.mp4 108.99 MB
complete-data-science-and-machine-learning-using-python/22 Recursive Feature Elimination/208 Project 8 - Get Feature Importance Score.mp4 81.87 MB
complete-data-science-and-machine-learning-using-python/22 Recursive Feature Elimination/209 Project 8 - Get Feature Importance Score.mp4 81.87 MB
complete-data-science-and-machine-learning-using-python/23 -- Part 8 Dimensionality Reduction --/209 Why to reduce dimensions and Importance of PCA.mp4 24.23 MB
complete-data-science-and-machine-learning-using-python/23 -- Part 8 Dimensionality Reduction --/210 Mathematical Intuition of PCA and Steps to calculate PCA.mp4 53.68 MB
complete-data-science-and-machine-learning-using-python/23 -- Part 8 Dimensionality Reduction --/210 Why to reduce dimensions and Importance of PCA.mp4 24.23 MB
complete-data-science-and-machine-learning-using-python/23 -- Part 8 Dimensionality Reduction --/211 Mathematical Intuition of PCA and Steps to calculate PCA.mp4 53.68 MB
complete-data-science-and-machine-learning-using-python/23 -- Part 8 Dimensionality Reduction --/211 Project 9 - Model Implementation without PCA.mp4 85.16 MB
complete-data-science-and-machine-learning-using-python/23 -- Part 8 Dimensionality Reduction --/212 Project 9 - Convert the Dimensions to PCA.mp4 73.63 MB
complete-data-science-and-machine-learning-using-python/23 -- Part 8 Dimensionality Reduction --/212 Project 9 - Model Implementation without PCA.mp4 85.16 MB
complete-data-science-and-machine-learning-using-python/23 -- Part 8 Dimensionality Reduction --/213 Project 9 - Compare results after PCA Implementation.mp4 41.71 MB
complete-data-science-and-machine-learning-using-python/23 -- Part 8 Dimensionality Reduction --/213 Project 9 - Convert the Dimensions to PCA.mp4 73.63 MB
complete-data-science-and-machine-learning-using-python/23 -- Part 8 Dimensionality Reduction --/214 Project 9 - Compare results after PCA Implementation.mp4 41.71 MB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/214 Regularization Introduction.mp4 28.79 MB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/215 Regularization Introduction.mp4 28.79 MB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/215 What is Bias Variance Trade-off.mp4 25.61 MB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/216 Ridge Regression or L2 Penalty.mp4 36.55 MB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/216 What is Bias Variance Trade-off.mp4 25.61 MB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/217 Hands on - Implement Ridge Regression.mp4 72.03 MB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/217 Ridge Regression or L2 Penalty.mp4 36.55 MB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/217 Ridge-with-subplot.py 1.23 KB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/217 Ridge-with-text.py 1.21 KB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/217 ridge.csv 25 B
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/218 Hands on - Implement Ridge Regression.mp4 72.03 MB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/218 Hands on - Plot Ridge Regression Line.mp4 90.68 MB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/218 Ridge-with-subplot.py 1.23 KB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/218 Ridge-with-text.py 1.21 KB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/218 ridge.csv 25 B
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/219 Hands On - Effect of LambdaAlpha.mp4 24.38 MB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/219 Hands on - Plot Ridge Regression Line.mp4 90.68 MB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/220 Hands On - Effect of LambdaAlpha.mp4 24.38 MB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/220 Note about attached code.mp4 24.59 MB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/221 Lasso Regression or L1 Penalty - Hands on.mp4 41.96 MB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/221 Lasso-with-text.py 1.21 KB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/221 Note about attached code.mp4 24.59 MB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/222 Lasso Regression or L1 Penalty - Hands on.mp4 41.96 MB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/222 Lasso-with-text.py 1.21 KB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/222 mcl-rls.py 1.03 KB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/222 mcl.csv 1.12 KB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/222 Part 1 - L1 and L2 for Multicollinearity and Feature Selection.mp4 8.21 MB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/223 mcl-rls.py 1.03 KB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/223 mcl.csv 1.12 KB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/223 Part 1 - L1 and L2 for Multicollinearity and Feature Selection.mp4 8.21 MB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/223 Part 2 - L1 and L2 for Multicollinearity and Feature Selection.mp4 42.28 MB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/224 Part 2 - L1 and L2 for Multicollinearity and Feature Selection.mp4 42.28 MB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/224 Part 3 - L1 and L2 for Multicollinearity and Feature Selection.mp4 54.94 MB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/225 Elasticnet Regularization.mp4 22.21 MB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/225 Part 3 - L1 and L2 for Multicollinearity and Feature Selection.mp4 54.94 MB
complete-data-science-and-machine-learning-using-python/24 ---- Part 9 - Regularization ----/226 Elasticnet Regularization.mp4 22.21 MB
complete-data-science-and-machine-learning-using-python/25 ---- Part 10 - Model Selection -----/226 Model Selection Introduction.html 1.89 KB
complete-data-science-and-machine-learning-using-python/25 ---- Part 10 - Model Selection -----/227 Model Selection Introduction.html 1.89 KB
complete-data-science-and-machine-learning-using-python/26 Cross Validation for Model Selection/227 What is Cross Validation.mp4 43.82 MB
complete-data-science-and-machine-learning-using-python/26 Cross Validation for Model Selection/228 How Cross Validation Works.mp4 15.92 MB
complete-data-science-and-machine-learning-using-python/26 Cross Validation for Model Selection/228 What is Cross Validation.mp4 43.82 MB
complete-data-science-and-machine-learning-using-python/26 Cross Validation for Model Selection/229 04-decisiontreeAdultIncome.csv 1.11 MB
complete-data-science-and-machine-learning-using-python/26 Cross Validation for Model Selection/229 crossValidation.py 2.11 KB
complete-data-science-and-machine-learning-using-python/26 Cross Validation for Model Selection/229 Hands On - Prepare for Cross Validation.mp4 26.83 MB
complete-data-science-and-machine-learning-using-python/26 Cross Validation for Model Selection/229 How Cross Validation Works.mp4 15.92 MB
complete-data-science-and-machine-learning-using-python/26 Cross Validation for Model Selection/230 04-decisiontreeAdultIncome.csv 1.11 MB
complete-data-science-and-machine-learning-using-python/26 Cross Validation for Model Selection/230 crossValidation.py 2.11 KB
complete-data-science-and-machine-learning-using-python/26 Cross Validation for Model Selection/230 Hands On - Parameter and implementation of Cross Validation.mp4 64.32 MB
complete-data-science-and-machine-learning-using-python/26 Cross Validation for Model Selection/230 Hands On - Prepare for Cross Validation.mp4 26.83 MB
complete-data-science-and-machine-learning-using-python/26 Cross Validation for Model Selection/231 Hands On - Parameter and implementation of Cross Validation.mp4 64.32 MB
complete-data-science-and-machine-learning-using-python/26 Cross Validation for Model Selection/231 Hands On - Understand the results of Cross Validation.mp4 75.56 MB
complete-data-science-and-machine-learning-using-python/26 Cross Validation for Model Selection/232 Hands On - Analyse the Result.mp4 32.23 MB
complete-data-science-and-machine-learning-using-python/26 Cross Validation for Model Selection/232 Hands On - Understand the results of Cross Validation.mp4 75.56 MB
complete-data-science-and-machine-learning-using-python/26 Cross Validation for Model Selection/233 Hands On - Analyse the Result.mp4 32.23 MB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/233 What is Hyperparameter Tuning.mp4 35.97 MB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/234 Grid Search and Randomized Search Approach.mp4 20.59 MB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/234 What is Hyperparameter Tuning.mp4 35.97 MB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/235 04-decisiontreeAdultIncome.csv 1.11 MB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/235 Grid Search and Randomized Search Approach.mp4 20.59 MB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/235 hpt-small.csv 29.01 KB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/235 Hyperparameter-Tuning.py 4.54 KB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/235 Part 1 - GridSearchCV Parameters Explained.mp4 61.1 MB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/235 RandomizedSearchCV.py 1.71 KB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/236 04-decisiontreeAdultIncome.csv 1.11 MB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/236 hpt-small.csv 29.01 KB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/236 Hyperparameter-Tuning.py 4.54 KB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/236 Part 1 - GridSearchCV Parameters Explained.mp4 61.1 MB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/236 Part 2 - Create GirdSearchCV Object.mp4 83.88 MB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/236 RandomizedSearchCV.py 1.71 KB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/237 Part 2 - Create GirdSearchCV Object.mp4 83.88 MB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/237 Part 3 - Fit data to GridSearchCV.mp4 25.29 MB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/238 Part 3 - Fit data to GridSearchCV.mp4 25.29 MB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/238 Part 4 - Understand GridSearchCV Results.mp4 88.74 MB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/239 Part 4 - Understand GridSearchCV Results.mp4 88.74 MB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/239 Part 5 - GridSearchCV using Logistic Regression.mp4 67.84 MB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/240 Part 5 - GridSearchCV using Logistic Regression.mp4 67.84 MB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/240 Part 6 - GridSearchCV using Support Vector.mp4 38.32 MB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/241 Part 6 - GridSearchCV using Support Vector.mp4 38.32 MB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/241 Part 7 - Select Best Model.mp4 51.62 MB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/242 Part 7 - Select Best Model.mp4 51.62 MB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/242 Part 8 - Randomized Search.mp4 41.86 MB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/243 Model Selection Summary.mp4 47.64 MB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/243 Part 8 - Randomized Search.mp4 41.86 MB
complete-data-science-and-machine-learning-using-python/27 Hyperparameter Tuning for Model Selection/244 Model Selection Summary.mp4 47.64 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/244 What is Neuron and Artificial Neural Network.mp4 46.61 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/245 How Artificial Neural Network works.mp4 31.64 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/245 What is Neuron and Artificial Neural Network.mp4 46.61 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/246 How Artificial Neural Network works.mp4 31.64 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/246 What is Keras and Tensorflow.mp4 16.83 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/247 What is a Tensor in Tensorflow.mp4 44.4 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/247 What is Keras and Tensorflow.mp4 16.83 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/248 Installing Keras backend and Tensorflow.mp4 40.19 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/248 What is a Tensor in Tensorflow.mp4 44.4 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/249 Installing Keras backend and Tensorflow.mp4 40.19 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/249 Keras Model Building and Steps.mp4 42.21 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/250 Keras Model Building and Steps.mp4 42.21 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/250 Layers - Overview and Parameters.mp4 40.42 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/251 Activation Functions.mp4 36.04 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/251 Layers - Overview and Parameters.mp4 40.42 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/252 Activation Functions.mp4 36.04 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/252 Layers - Softmax Activation Function.mp4 49.5 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/253 Layers - Softmax Activation Function.mp4 49.5 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/253 What is a Loss Function.mp4 36.44 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/254 Cross Entropy Loss Functions.mp4 31.47 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/254 What is a Loss Function.mp4 36.44 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/255 Cross Entropy Loss Functions.mp4 31.47 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/255 Optimization - What is it.mp4 48.66 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/256 001-deep-learning-weight-and-learning-rate-for-class.xlsx 13.39 KB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/256 Optimization - Gradient Descent.mp4 74.47 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/256 Optimization - What is it.mp4 48.66 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/257 001-deep-learning-weight-and-learning-rate-for-class.xlsx 13.39 KB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/257 Optimization - Gradient Descent.mp4 74.47 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/257 Optimization - Stochastic Gradient Descent.mp4 41.25 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/258 Optimization - SGD with Momentum.mp4 32.09 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/258 Optimization - Stochastic Gradient Descent.mp4 41.25 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/259 Optimization - SGD with Exponential Moving Average.mp4 53.15 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/259 Optimization - SGD with Momentum.mp4 32.09 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/260 Optimization - Adagrad and RMSProp for Learning rate decay.mp4 29.54 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/260 Optimization - SGD with Exponential Moving Average.mp4 53.15 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/261 Optimization - Adagrad and RMSProp for Learning rate decay.mp4 29.54 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/261 Optimization - Adam.mp4 18.03 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/262 Initializers - Vanishing and Exploding Gradient Problem.mp4 44.69 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/262 Optimization - Adam.mp4 18.03 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/263 Initializers - Vanishing and Exploding Gradient Problem.mp4 44.69 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/263 Layers - Initializers explained.mp4 23.68 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/264 Layers - Initializers explained.mp4 23.68 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/264 Project 10 - Understand the Problem.mp4 19.11 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/265 Project 10 - Read and process the data.mp4 40.71 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/265 Project 10 - Understand the Problem.mp4 19.11 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/266 Project 10 - Define the Keras Neural Network Model.mp4 55.42 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/266 Project 10 - Read and process the data.mp4 40.71 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/267 Project 10 - Compile the Keras Neural Network Model.mp4 52.06 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/267 Project 10 - Define the Keras Neural Network Model.mp4 55.42 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/268 Project 10 - Compile the Keras Neural Network Model.mp4 52.06 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/268 Project 10 - Evaluate the result.mp4 55.28 MB
complete-data-science-and-machine-learning-using-python/28 -- Part 11 Deep Learning ----/269 Project 10 - Evaluate the result.mp4 55.28 MB
complete-data-science-and-machine-learning-using-python/29 ---- Part 12 - Clustering or Cluster Analysis ----/269 What is Clustering.mp4 44.92 MB
complete-data-science-and-machine-learning-using-python/29 ---- Part 12 - Clustering or Cluster Analysis ----/270 How the clusters are formed.mp4 30.89 MB
complete-data-science-and-machine-learning-using-python/29 ---- Part 12 - Clustering or Cluster Analysis ----/270 What is Clustering.mp4 44.92 MB
complete-data-science-and-machine-learning-using-python/29 ---- Part 12 - Clustering or Cluster Analysis ----/271 clustering.py 1.15 KB
complete-data-science-and-machine-learning-using-python/29 ---- Part 12 - Clustering or Cluster Analysis ----/271 How the clusters are formed.mp4 30.89 MB
complete-data-science-and-machine-learning-using-python/29 ---- Part 12 - Clustering or Cluster Analysis ----/271 Project 11 - Problem Understanding.mp4 20.72 MB
complete-data-science-and-machine-learning-using-python/29 ---- Part 12 - Clustering or Cluster Analysis ----/271 studentclusters.csv 346 B
complete-data-science-and-machine-learning-using-python/29 ---- Part 12 - Clustering or Cluster Analysis ----/272 clustering.py 1.15 KB
complete-data-science-and-machine-learning-using-python/29 ---- Part 12 - Clustering or Cluster Analysis ----/272 Project 11 - Get Visualize and Normalize the data.mp4 30.88 MB
complete-data-science-and-machine-learning-using-python/29 ---- Part 12 - Clustering or Cluster Analysis ----/272 Project 11 - Problem Understanding.mp4 20.72 MB
complete-data-science-and-machine-learning-using-python/29 ---- Part 12 - Clustering or Cluster Analysis ----/272 studentclusters.csv 346 B
complete-data-science-and-machine-learning-using-python/29 ---- Part 12 - Clustering or Cluster Analysis ----/273 Project 11 - Get Visualize and Normalize the data.mp4 30.88 MB
complete-data-science-and-machine-learning-using-python/29 ---- Part 12 - Clustering or Cluster Analysis ----/273 Project 11 - Import KMeans and Understand Parameters.mp4 30.58 MB
complete-data-science-and-machine-learning-using-python/29 ---- Part 12 - Clustering or Cluster Analysis ----/274 Project 11 - Import KMeans and Understand Parameters.mp4 30.58 MB
complete-data-science-and-machine-learning-using-python/29 ---- Part 12 - Clustering or Cluster Analysis ----/274 Project 11 - Understanding KMeans Initialization Method.mp4 25.35 MB
complete-data-science-and-machine-learning-using-python/29 ---- Part 12 - Clustering or Cluster Analysis ----/275 Project 11 - Create Clusters.mp4 43.23 MB
complete-data-science-and-machine-learning-using-python/29 ---- Part 12 - Clustering or Cluster Analysis ----/275 Project 11 - Understanding KMeans Initialization Method.mp4 25.35 MB
complete-data-science-and-machine-learning-using-python/29 ---- Part 12 - Clustering or Cluster Analysis ----/276 Project 11 - Create Clusters.mp4 43.23 MB
complete-data-science-and-machine-learning-using-python/29 ---- Part 12 - Clustering or Cluster Analysis ----/276 Project 11 -Visualize and create different number of clusters.mp4 68.45 MB
complete-data-science-and-machine-learning-using-python/29 ---- Part 12 - Clustering or Cluster Analysis ----/277 Project 11 -Visualize and create different number of clusters.mp4 68.45 MB
complete-data-science-and-machine-learning-using-python/29 ---- Part 12 - Clustering or Cluster Analysis ----/277 Understand Elbow Method to Decide number of Cluster.mp4 33.87 MB
complete-data-science-and-machine-learning-using-python/29 ---- Part 12 - Clustering or Cluster Analysis ----/278 Project 11 - Implement Elbow Method.mp4 76.08 MB
complete-data-science-and-machine-learning-using-python/29 ---- Part 12 - Clustering or Cluster Analysis ----/278 Understand Elbow Method to Decide number of Cluster.mp4 33.87 MB
complete-data-science-and-machine-learning-using-python/29 ---- Part 12 - Clustering or Cluster Analysis ----/279 How to use clustering for business.mp4 26.98 MB
complete-data-science-and-machine-learning-using-python/29 ---- Part 12 - Clustering or Cluster Analysis ----/279 Project 11 - Implement Elbow Method.mp4 76.08 MB
complete-data-science-and-machine-learning-using-python/29 ---- Part 12 - Clustering or Cluster Analysis ----/280 How to use clustering for business.mp4 26.98 MB
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