Nội dung khoá học

• Danh sách bài học

  • videoTài liệu chương

  • video1.1 Introduce Exploratory Data Analysis

  • video1.2 Introduce Mean, Mode, Median

  • video1.3 Mean, Mode, Median: Real Life Example & Coding Demo

  • video1.4 Variance and Standard Deviation

  • video1.5 Variance and Standard Deviation: Real Life Example & Coding Demo

  • video1.6 Intro Quartile & Interquartile Range (IQR)

  • video1.7 Quartile & Interquartile Range (IQR): Real Life Example & Coding Demo

  • video1.8 Understand Percentiles

  • video1.9 Deal with Missing values

  • video1.10 Deal with Duplicated values

  • video1.11 Deal with Outiers: Detect outliers

  • video1.12 Deal with Outiers: Remove or Keep or Change

  • video1.13 Univariate Analysis: Type of variables

  • video1.14 Univariate Analysis: Introduce Univariate Analysis

  • video1.15 Introduce Bivariate Analysis

  • video1.16 Bivariate Analysis: Coding for Scatter Plot and Correlation Coefficient

  • video1.17 Bivariate Analysis: Numerical vs Numerical: Linear Regression Equation

  • video1.18 Introduce Multivariate Analysis & Pairplot - Part 1

  • video1.19 Introduce Multivariate Analysis & Pairplot - Part 2

  • video1.20 Feature Engineering

  • video1.21 Practical Example: House Price - Part 1

  • video1.22 Practical Example: House Price - Part 2

  • video1.23 Practical Example: Home Credit - Part 1

  • video1.24 Practical Example: Home Credit - Part 2

  • video1.25 Practical Example: Home Credit - Part 3

  • video1.26 Practical Example: Stock Price - Part 1

  • video1.27 Practical Example: Stock Price - Part 2

  • video1.28 Practical Example: Stock Price - Part 3

  • videoHomework for Basic Statistical Measures

  • videoHomework for Clean Data

  • videoHomework for Univariate Analysis

  • videoHomework for Bivariate Analysis

  • videoTài liệu chương

  • video2.1 Introduce Customer Retention

  • video2.2 Introduce Cohort Analysis

  • video2.3 Introduce Customer Retention Analysis

  • video2.4 Exploratory Data Analysis

  • video2.5 Cohort Retention Customer

  • video2.6 Cohort Retention Customer Rates

  • video2.7 Cohort Analysis For AOV & Retention Rate Overall

  • video2.8 Churn Rate

  • video2.9 Repeat Purchase Ratio

  • video2.10 Monthly Recurring Revenue

  • video2.11 Time Between Purchase

  • video2.12 Loyal Customer Rate

  • video2.13 Introduce to RFM

  • video2.14 How to compute RFM

  • video2.15 EDA & Compute RFM

  • video2.16 RFM using weight score

  • video2.17 RFM multiple classes

  • video2.18 Insight focus from RFM segment

  • video2.19 Introduce Customer Lifetime Value

  • video2.20 Calculate CLV basic

  • video2.21 Advance CLV with Python

  • video2.22 Predict CLV

  • video2.23 Import data into Bigquery for build Dashboard

  • video2.24 EDA Dataset & connect

  • video2.25 Query cohort analysis

  • video2.26 Query loyal customer

  • video2.27 Query customer retention KPIs

  • video2.28 Remove outlier

  • video2.29 RFM segment using Bigquery

  • video2.30 Repeat & retention customer

  • video2.31 Build Dashboard customer retention KPI

  • video2.32 Dashboard RFM segment using GDS

  • videoTài liệu chương

  • video3.1 Introduce Marketing KPIs

  • video3.2 Build Marketing Dashboard: Multi-Channel Ads Overview - Part 1

  • video3.3 Multi-Channel Ads Overview - Part 2

  • video3.4 Multi-Channel Ads Overview - Part 3

  • video3.5 Multi-Channel Ads Overview - Part 4

  • video3.6 Build Marketing Dashboard: Facebook Campaign - Part 1

  • video3.7 Facebook Campaign - Part 2

  • video3.8 Compare Facebook Campaign

  • video3.9 Campaign Planning - Part 1

  • video3.10 Campaign Planning - Part 2

  • video3.11 Campaign Planning - Part 3

  • video3.12 Campaign Planning - Part 4

  • video3.13 Customer Segmentation

  • video3.14 K-Means Clustering

  • video3.15 K-Means Algorithm

  • video3.16 K-Means Algorithm: Elbow Method / SSE Plot

  • video3.17 K-Means Algorithm: Silhouette Score

  • video3.18 Min Max Normalization

  • video3.19 Why Feature scaling

  • video3.20 K-Means - Customer Segmentation - Part 1

  • video3.21 K-Means - Customer Segmentation - Part 2

  • video3.22 K-Means - Customer Segmentation - Part 3

  • video3.23 K-Means - Customer Segmentation - Part 4

  • video3.24 K-Means - Customer Segmentation - Part 5

  • video3.25 K-Means - Customer Segmentation - Part 6

  • video3.26 K-Means - Budget Allocation - Part 1

  • video3.27 K-Means - Budget Allocation - Part 2

  • video3.28 K-Means - Budget Allocation - Part 3

  • video3.29 K-Means - Budget Allocation - Part 4

  • video3.30 K-Means - Budget Allocation - Part 5

  • video3.31 K-Means - Budget Allocation - Part 6

  • video3.32 K-Means - Budget Allocation - Part 7

  • video3.33 K-Means - Budget Allocation - Part 8

  • videoTài liệu chương

  • video4.1 Introduce Time Series Analysis

  • video4.2 Basic concepts patterns

  • video4.3 Arima

  • video4.4 Predictive analysis - Part 1

  • video4.5 Predictive analysis - Part 2

  • video4.6 Time Series Analysis - Stock Price Prediction Using ARIMA