Introduction
- Welcome to the course!
- BONUS: Learning Paths
- Where to get the materials
Breast Cancer Classification
- Introduction
- Business Challenge
- Updates on Udemy Reviews
- Challenge in Machine Learning Vocabulary
- Data Visualisation
- Model Training
- Model Evaluation
- Improving the Model
- Conclusion
Fashion Class Classification
- Business Challenge
- Challenge in Machine Learning Vocabulary
- Data Visualisation
- Model Training Part I
- Model Training Part II
- Model Training Part III
- Model Training Part IV
- Model Evaluation
- Improving the Model
- Conclusion
Directing Customers to Subscription Through App Behavior Analysis
- Fintech Case Studies Introduction
- Introduction
- Data
- Features Histograms
- Correlation Plot
- Correlation Matrix
- Feature Engineering - Response
- Feature Engineering - Screens
- Data Pre-Processing
- Model Building
- Model Conclusion
- Final Remarks
Minimizing Churn Rate Through Analysis of Financial Habits
- Introduction
- Data
- Data Cleaning
- Features Histograms
- Pie Chart Distributions
- Correlation Plot
- Correlation Matrix
- One-Hot Encoding
- Feature Scaling & Balancing
- Model Building
- K-Fold Cross Validation
- Feature Selection
- Model Conclusion
- Final Remarks
Predicting the Likelihood of E-Signing a Loan Based on Financial History
- Introduction
- Data
- Data Housekeeping
- Histograms
- Correlation Plot
- Correlation Matrix
- Feature Engineering
- Data Preprocessing
- Model Building Part 1
- Model Building Part 2
- Grid Search Part 1
- Grid Search Part 2
- Model Conclusion
- Final Remarks
Credit Card Fraud Detection
- Case Study
- Machine Learning Vocabulary
- Set Up
- Data Visualization
- Data Preprocessing
- Deep Learning Part 1
- Deep Learning Part 2
- Splitting the Data
- Training
- Metrics
- Confusion Matrix
- Machine Learning Classifiers
- Random Forest
- Decision Trees
- Sampling
- Undersampling
- Smote
- Final remarks
- THANK YOU bonus video
Bonus Lectures
- ***YOUR SPECIAL BONUS***
