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| 0. Websites you may like/[CourseClub.ME].url |
| 0. Websites you may like/[FCS Forum].url |
| 0. Websites you may like/[FreeCourseSite.com].url |
| 01 Course Introduction the Importance of Data Analysts/001 Course Introduction.mp4 |
| 01 Course Introduction the Importance of Data Analysts/002 The Importance of Data Analyst.mp4 |
| 01 Course Introduction the Importance of Data Analysts/003 Why Data is the new Oil.mp4 |
| 01 Course Introduction the Importance of Data Analysts/004 Making Sense of Buzz Words Data Science Big Data Machine Deep Learning.mp4 |
| 01 Course Introduction the Importance of Data Analysts/005 The Roles in the Data World - Analyst Engineer Scientist Statistician DevOps.mp4 |
| 02 Download Code and Slides and Setup Google Colab/006 Download Code and Slides.html |
| 02 Download Code and Slides and Setup Google Colab/007 Code-Data-Analytics-Bootcamp-20200104.zip |
| 02 Download Code and Slides and Setup Google Colab/007 Download Course Code Slides and Setup Google Colab for your iPython Notebooks.mp4 |
| 02 Download Code and Slides and Setup Google Colab/007 Slides-Data-Analytics-Bootcamp.pdf |
| 03 Python Crash Course/008 Why use Python for Data Anakytics and Data Science.mp4 |
| 03 Python Crash Course/009 Python - Basic Variables.mp4 |
| 03 Python Crash Course/010 Python - ArrayLists and Dictionaries.mp4 |
| 03 Python Crash Course/011 Python - Conditional Statements.mp4 |
| 03 Python Crash Course/012 Python - Loops.mp4 |
| 03 Python Crash Course/013 Python - Functions.mp4 |
| 03 Python Crash Course/014 Python - Classes.mp4 |
| 04 Pandas - Data Series and Manipulation/015 Introduction to Pandas.mp4 |
| 04 Pandas - Data Series and Manipulation/016 Pandas 1 - Data Series.mp4 |
| 04 Pandas - Data Series and Manipulation/017 Pandas 2A - DataFrames - Index Slice Stats Finding Empty cells Filtering.mp4 |
| 04 Pandas - Data Series and Manipulation/018 Pandas 2B - DataFrames - Index Slice Stats Finding Empty cells Filtering.mp4 |
| 05 Pandas - Data Cleaning Aggregration/019 Pandas 3B - Data Cleaning - Alter ColomnsRows Missing Data String Operations.mp4 |
| 05 Pandas - Data Cleaning Aggregration/020 Pandas 3A - Data Cleaning - Alter ColomnsRows Missing Data String Operations.mp4 |
| 05 Pandas - Data Cleaning Aggregration/021 Pandas 4 - Data Aggregation - GroupBy Map Pivot Aggreate Functions.mp4 |
| 06 Pandas - Feature Engineering JoinsMergeConcatenating/022 Pandas 5 - Feature Engineer Lambda and Apply.mp4 |
| 06 Pandas - Feature Engineering JoinsMergeConcatenating/023 Pandas 6 - Concatenating Merging and Joinining.mp4 |
| 07 Pandas - Time Series Data/024 Pandas 7 - Time Series Data.mp4 |
| 08 Advanced Pandas/025 Pandas 7 - ADVANCED Operations - Iterows Vectorization and Numpy.mp4 |
| 08 Advanced Pandas/026 Pandas 8 - ADVANCED Operations - More Map Zip and Apply.mp4 |
| 08 Advanced Pandas/027 Pandas 9 - Advanced Operations - Parallel Processing.mp4 |
| 09 Map Visualizations/028 Map Visualizations with Plotly - Cloropeths from Scratch - USA and World.mp4 |
| 09 Map Visualizations/029 Map Visualizations with Plotly - Heatmaps Scatter Plots and Lines.mp4 |
| 10 Statistics for Data Analysts Visualizations/030 Introduction to Statistics.mp4 |
| 10 Statistics for Data Analysts Visualizations/031 Descriptive Statistics - Why Statistical Knowledge is so Important.mp4 |
| 10 Statistics for Data Analysts Visualizations/032 Descriptive Statistics 1 - Exploratory Data Analysis (EDA) Visualizations.mp4 |
| 10 Statistics for Data Analysts Visualizations/033 Descriptive Statistics 2 - Exploratory Data Analysis (EDA) Visualizations.mp4 |
| 10 Statistics for Data Analysts Visualizations/034 Sampling Averages Variance And How to lie and Mislead with Statistics.mp4 |
| 10 Statistics for Data Analysts Visualizations/035 Variance Standard Deviation and Bessels Correction.mp4 |
| 10 Statistics for Data Analysts Visualizations/036 Types of Variables - Quantitive and Qualitative.mp4 |
| 10 Statistics for Data Analysts Visualizations/037 Frequency Distributions.mp4 |
| 10 Statistics for Data Analysts Visualizations/038 Frequency Distributions Shapes.mp4 |
| 10 Statistics for Data Analysts Visualizations/039 Analyzing Frequency Distributions - What is the Best Type of Wine Red or White.mp4 |
| 10 Statistics for Data Analysts Visualizations/040 Covariance Correlation - Do Amazon Google know you better than anyone else.mp4 |
| 10 Statistics for Data Analysts Visualizations/041 Sampling - Sample Sizes Confidence Intervals - What Can You Trust.mp4 |
| 10 Statistics for Data Analysts Visualizations/042 Mean Mode and Median - Not as Simple As Youd Think.mp4 |
| 10 Statistics for Data Analysts Visualizations/043 The Normal Distribution the Central Limit Theorem.mp4 |
| 10 Statistics for Data Analysts Visualizations/044 Lying with Correlations Divorce Rates in Maine caused by Margarine Consumption.mp4 |
| 10 Statistics for Data Analysts Visualizations/045 Z-Scores.mp4 |
| 11 Probability Theory/046 Probability - An Introduction.mp4 |
| 11 Probability Theory/047 Estimating Probability.mp4 |
| 11 Probability Theory/048 Addition Rule.mp4 |
| 11 Probability Theory/049 Permutations Combinations.mp4 |
| 11 Probability Theory/050 Bayes Theorem.mp4 |
| 12 Hypothesis Testing/051 Hypothesis Testing Introduction.mp4 |
| 12 Hypothesis Testing/052 Statistical Significance.mp4 |
| 12 Hypothesis Testing/053 Hypothesis Testing P Value.mp4 |
| 12 Hypothesis Testing/054 Hypothesis Testing Pearson Correlation.mp4 |
| 13 Google Data Studio - Introduction Setup/055 All about Google Data Studio.mp4 |
| 13 Google Data Studio - Introduction Setup/056 Opening Google Data Studio and Uploading Data.mp4 |
| 13 Google Data Studio - Introduction Setup/056 retail-sales-data.xlsx |
| 14 Google Data Studio - Your First Dashboard/057 Your First Dashboard Part 1.mp4 |
| 14 Google Data Studio - Your First Dashboard/058 Your First Dashboard Part 2.mp4 |
| 14 Google Data Studio - Your First Dashboard/059 Creating New Fields.mp4 |
| 15 Google Data Studio - Pivot Dynamic Tables (with Filters)/060 Pivot Tables.mp4 |
| 15 Google Data Studio - Pivot Dynamic Tables (with Filters)/061 Dynamic Filtered Tables.mp4 |
| 16 Google Data Studio - Scorecards and Time Comparison/062 Scorecards.mp4 |
| 16 Google Data Studio - Scorecards and Time Comparison/063 Scorecards with Time Comparison.mp4 |
| 17 Google Data Studio - Bar Charts Line Charts and Time Series Plots/064 Bar Charts.mp4 |
| 17 Google Data Studio - Bar Charts Line Charts and Time Series Plots/065 Line Charts.mp4 |
| 17 Google Data Studio - Bar Charts Line Charts and Time Series Plots/066 Time Series and Comparitive Time Series Plots.mp4 |
| 18 Google Data Studio - Pie charts Donut Charts Treemaps Scatter Plots/067 Pie Charts Donut Charts and Tree Maps.mp4 |
| 18 Google Data Studio - Pie charts Donut Charts Treemaps Scatter Plots/068 Scatter Plots.mp4 |
| 19 Google Data Studio - Geographic Map Plots/069 Google Data Studio - Geographic Map Plots.mp4 |
| 20 Google Data Studio - Bullet and Line Area Plots/070 Google Data Studio - Scatter Plots.mp4 |
| 21 Google Data Studio - Sharing your Interactive Dashboards/071 Google Data Studio - Sharing your Interactive Dashboards.mp4 |
| 22 Retail Sales Dashboard for Executives/072 Executive-Dashboard.pdf |
| 22 Retail Sales Dashboard for Executives/072 Homework Project - Create Executive Sales Dashboard.mp4 |
| 23 Introduction to Machine Learning/073 How Machine Learning enables Computers to Learn.mp4 |
| 23 Introduction to Machine Learning/074 What is a Machine Learning Model.mp4 |
| 23 Introduction to Machine Learning/075 Types of Machine Learning.mp4 |
| 24 Linear Regressions/076 Linear Regression Introduction to Cost Functions and Gradient Descent.mp4 |
| 24 Linear Regressions/077 Linear Regressions in Python from Scratch and using Sklearn.mp4 |
| 24 Linear Regressions/078 Polynomial and Multivariate Linear Regression.mp4 |
| 25 Classification - Logistic Regression SVM Decision Trees Random Forets KNN/079 Logistic Regression.mp4 |
| 25 Classification - Logistic Regression SVM Decision Trees Random Forets KNN/080 Support Vector Machines (SVMs).mp4 |
| 25 Classification - Logistic Regression SVM Decision Trees Random Forets KNN/081 Decision Trees and Random Forests the Gini Index.mp4 |
| 25 Classification - Logistic Regression SVM Decision Trees Random Forets KNN/082 K-Nearest Neighbors (KNN).mp4 |
| 26 Assessing Model Performance/083 Assessing Performance Confusion Matrix Precision and Recall.mp4 |
| 26 Assessing Model Performance/084 Understanding the ROC and AUC Curve.mp4 |
| 26 Assessing Model Performance/085 What Makes a Good Model Regularization Overfitting Generalization Outliers.mp4 |
| 27 Neural Networks Overview/086 Introduction to Neural Networks.mp4 |
| 27 Neural Networks Overview/087 Types of Deep Learning Algoritms CNNs RNNs LSTMs.mp4 |
| 28 Unsupervised Learning/088 Introduction to Unsupervised Learning.mp4 |
| 28 Unsupervised Learning/089 K-Means Clustering.mp4 |
| 28 Unsupervised Learning/090 Choosing K Elbow Method Silhouette Analysis.mp4 |
| 28 Unsupervised Learning/091 K-Means in Python - Choosing K using the Elbow Method Silhoutte Analysis.mp4 |
| 29 Dimensionality Reduction/092 Principal Component Analysis.mp4 |
| 29 Dimensionality Reduction/093 t-Distributed Stochastic Neighbor Embedding (t-SNE).mp4 |
| 29 Dimensionality Reduction/094 PCA t-SNE in Python with Visualization Comparisons.mp4 |
| 30 Case Study 1 - Airbnb Sydney Exploratory Data Analysis/095 Case Study Note.html |
| 30 Case Study 1 - Airbnb Sydney Exploratory Data Analysis/096 Understanding the Problem Exploratory Data Analysis and Visualizations.mp4 |
| 31 Case Study 2 - Retail Product Sales Analytics/097 Data Cleaning and Preparation.mp4 |
| 31 Case Study 2 - Retail Product Sales Analytics/098 Sales and Revenue Analysis.mp4 |
| 31 Case Study 2 - Retail Product Sales Analytics/099 Analysis per Country Repeat Customers and Items.mp4 |
| 32 Case Study 3 - Marketing Analytics - What Drives Ad Performance/100 Understanding the Problem Exploratory Data Analysis and Visualizations.mp4 |
| 32 Case Study 3 - Marketing Analytics - What Drives Ad Performance/101 Data Preparation and Machine Learning Modeling.mp4 |
| 33 Case Study 4 - Customer Clustering for Travel Agency Customers/102 Data Exploration Description.mp4 |
| 33 Case Study 4 - Customer Clustering for Travel Agency Customers/103 Simple Exploratory Data Analysis and Visualizations.mp4 |
| 33 Case Study 4 - Customer Clustering for Travel Agency Customers/104 Feature Engineering.mp4 |
| 33 Case Study 4 - Customer Clustering for Travel Agency Customers/105 K-Means Clustering of Customer Data.mp4 |
| 33 Case Study 4 - Customer Clustering for Travel Agency Customers/106 Cluster Analysis.mp4 |
| 34 Case Study 5 - Text Analytics - Airline Tweets (Word Clusters)/107 Case Study 5 - Text Analytics - Airline Tweets (Word Clusters).html |
| 35 Case Study 6 - Customer Lifetime Value (CLV)/108 Understanding the Problem Exploratory Data Analysis and Visualizations.mp4 |
| 35 Case Study 6 - Customer Lifetime Value (CLV)/109 Customer Lifetime Value Modeling.mp4 |
| 36 Case Study 7 - Health Care Analytics - Predict Diabetes/110 Healthcare Analytics - Predict Diabetes.html |
| 37 Case Study 8 - Africa Economic Banking Systematic Crisis Data/111 Case Study 8 - Africa Economic Banking Systematic Crisis Data.html |
| 38 Case Study 9 - E6 US President Election Analysis/112 Case Study 9 - Election Polls - Making Better Predictions.html |
| 39 Case Study 10 - Election Results Analysis - Indian Election 2009 vs E4/113 Case Study 10 - Election Results Analysis - Indian Election 2009 vs E4.html |
| 40 Case Study 11 - Supply-Chain for Shipping Data Analytics/114 Case Study 11 - Supply-Chain for Shipping Data Analytics.html |
| 41 Case Study 12 - Sports Analytics - Olypmics Analysis - The Greatest Olympians/115 Case Study 12 - Sports Analytics - Olypmics Analysis - The Greatest Olympians.html |
| 42 Case Study 13 - Home Advantage Analysis in Basketball and Soccer/116 Case Study 13 - Home Advantage Analysis in Basketball and Soccer.html |
| 43 Case Study 14 - IPL Cricket Data Analytics/117 Case Study 14 - IPL Cricket Data Analytics.html |
| 44 Case Study 15 - Using Data to predict the Football (Soccer) World Cup Winner/118 Case Study 15 - Using Data to predicting the Football (Soccer) World Cup.html |
| 45 Case Study 16 - Pizza Resturants Analysis/119 Case Study 16 - Pizza Resturants Analysis.html |
| 46 Case Study 17 - Brewery and Pub Analysis/120 Case Study 17 - Bar and Pub Analysis.html |
| 47 Case Study 18 - EDA and Forecasting Brent Oil Prices/121 Case Study 18 - EDA and Forecasting Brent Oil Prices.html |
| 48 Case Study 19 - Time Series Forecasting for Sales/122 Case Study 19 - Time Series Forecasting for Sales.html |
| 49 Case Study 20 - Predicting Insurance Premiums/123 Understanding the Problem Exploratory Data Analysis and Visualizations.mp4 |
| 49 Case Study 20 - Predicting Insurance Premiums/124 Data Preparation and Machine Learning Modeling.mp4 |
| 50 Case Study 21 AB Testing/125 Understanding the Problem Exploratory Data Analysis and Visualizations.mp4 |
| 50 Case Study 21 AB Testing/126 AB Test Result Analysis.mp4 |
| 50 Case Study 21 AB Testing/127 AB Testing a Worked Real Life Example - Designing an AB Test.mp4 |
| 50 Case Study 21 AB Testing/128 Statistical Power and Significance.mp4 |
| 50 Case Study 21 AB Testing/129 Analysis of AB Test Resutls.mp4 |
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