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DevCourseWeb com Udemy AI Driven Market Analysis Predict and Profit with ML Models

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[ DevCourseWeb.com ] Udemy - AI-Driven Market Analysis - Predict and Profit with ML Models

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Total Size

1.7 GB

Total Files

31

Last Seen

2025-07-19 00:10

Hash

B18C8792F7B8A3A6A34DD7D5C152F2F0D1DF21A5

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0.2 KB

/.../1 - Introduction to AI-Driven Marketing/

1 -Course Outline.mp4

17.6 MB

2 -Understanding AI in Marketing.mp4

45.2 MB

3 -Basics of Machine Learning.mp4

31.1 MB

4 -Overview of Predictive Analytics.mp4

38.5 MB

/.../2 - Data Collection and Preparation/

1 -Identifying data sources.mp4

17.1 MB

2 -Data Cleaning and Preprocessing – Handling Missing Values.mp4

19.3 MB

3 -Data Cleaning and Preprocessing – Data Normalization and Standardization.mp4

19.9 MB

4 -Data Cleaning and Preprocessing – Feature Engineering.mp4

9.2 MB

5 -Hands On Exercise.mp4

205.2 MB

/.../3 - Exploratory Data Analysis (EDA)/

1 -Introduction to Exploratory Data Analysis.mp4

37.6 MB

2 -Descriptive Statistics.mp4

83.2 MB

3 -Data Visualization.mp4

92.0 MB

/.../4 - Building Predictive Models/

1 -Introduction to Predictive Modelling.mp4

36.1 MB

2 -Supervised Learning Techniques – Linear Regression and Random Forests.mp4

61.1 MB

3 -Unsupervised Learning Techniques – Clustering Techniques.mp4

61.7 MB

4 -Unsupervised Learning Techniques – Principal Component Analysis.mp4

53.0 MB

/.../5 - Evaluating and Tuning Models/

1 -Model Evaluation Techniques – Cross Validation.mp4

88.8 MB

2 -Model Evaluation Techniques – Performance Metrics.mp4

112.7 MB

3 -Hyperparameter Tuning.mp4

66.7 MB

4 -Overfitting and Underfitting.mp4

100.8 MB

/.../6 - Practical Application – Case Study I Predicting Customer Churn/

1 -Problem Definition.mp4

12.8 MB

2 -Data Preparation.mp4

174.9 MB

3 -Model Building.mp4

14.3 MB

/.../7 - Practical Application – Case Study II Sales Forecasting/

1 -Problem Definition.mp4

4.9 MB

2 -Data Preparation.mp4

66.1 MB

3 -Model Building.mp4

23.4 MB

4 -Model Evaluation.mp4

40.5 MB

/.../8 - Implementing AI in Marketing Strategies/

1 -Leveraging AI for Customer Segmentation - Part 1.mp4

78.8 MB

2 -Leveraging AI for Customer Segmentation - Part 2.mp4

125.3 MB

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Bonus Resources.txt

0.1 KB

 

Total files 31


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