Professional Certificate in Predictive Modeling Interpretation Techniques
-- ViewingNowThe Professional Certificate in Predictive Modeling Interpretation Techniques is a comprehensive course that equips learners with the essential skills to interpret and apply predictive models in real-world scenarios. This course is vital for professionals looking to advance their careers in data science, machine learning, and artificial intelligence.
2,376+
Students enrolled
GBP £ 140
GBP £ 202
Save 44% with our special offer
ๅ ณไบ่ฟ้จ่ฏพ็จ
100%ๅจ็บฟ
้ๆถ้ๅฐๅญฆไน
ๅฏๅไบซ็่ฏไนฆ
ๆทปๅ ๅฐๆจ็LinkedInไธชไบบ่ตๆ
2ไธชๆๅฎๆ
ๆฏๅจ2-3ๅฐๆถ
้ๆถๅผๅง
ๆ ็ญๅพ ๆ
่ฏพ็จ่ฏฆๆ
โข Introduction to Predictive Modeling: Defining predictive modeling, its role in data analysis, and the importance of interpretation techniques.
โข Data Preparation: Data preprocessing, feature selection, and data split strategies.
โข Regression Techniques: Simple and multiple linear regression, logistic regression, and their interpretation methods.
โข Classification Techniques: Decision trees, random forests, support vector machines, and their interpretation methods.
โข Model Evaluation: Performance metrics, cross-validation, and overfitting prevention.
โข Dimensionality Reduction: Principal component analysis, linear discriminant analysis, and their role in interpretability.
โข Feature Importance: Measuring and understanding the impact of input variables on the model's predictions.
โข Model Interpretation Methodologies: Partial dependence plots, SHAP, and LIME.
โข Communicating Results: Effective visualization and reporting techniques for model interpretation.
โข Real-world Applications: Case studies illustrating predictive modeling interpretation in various industries.
่ไธ้่ทฏ
ๅ ฅๅญฆ่ฆๆฑ
- ๅฏนไธป้ข็ๅบๆฌ็่งฃ
- ่ฑ่ฏญ่ฏญ่จ่ฝๅ
- ่ฎก็ฎๆบๅไบ่็ฝ่ฎฟ้ฎ
- ๅบๆฌ่ฎก็ฎๆบๆ่ฝ
- ๅฎๆ่ฏพ็จ็ๅฅ็ฎ็ฒพ็ฅ
ๆ ้ไบๅ ็ๆญฃๅผ่ตๆ ผใ่ฏพ็จ่ฎพ่ฎกๆณจ้ๅฏ่ฎฟ้ฎๆงใ
่ฏพ็จ็ถๆ
ๆฌ่ฏพ็จไธบ่ไธๅๅฑๆไพๅฎ็จ็็ฅ่ฏๅๆ่ฝใๅฎๆฏ๏ผ
- ๆช็ป่ฎคๅฏๆบๆ่ฎค่ฏ
- ๆช็ปๆๆๆบๆ็็ฎก
- ๅฏนๆญฃๅผ่ตๆ ผ็่กฅๅ
ๆๅๅฎๆ่ฏพ็จๅ๏ผๆจๅฐ่ทๅพ็ปไธ่ฏไนฆใ
ไธบไปไนไบบไปฌ้ๆฉๆไปฌไฝไธบ่ไธๅๅฑ
ๆญฃๅจๅ ่ฝฝ่ฏ่ฎบ...
ๅธธ่ง้ฎ้ข
่ฏพ็จ่ดน็จ
- ๆฏๅจ3-4ๅฐๆถ
- ๆๅ่ฏไนฆไบคไป
- ๅผๆพๆณจๅ - ้ๆถๅผๅง
- ๆฏๅจ2-3ๅฐๆถ
- ๅธธ่ง่ฏไนฆไบคไป
- ๅผๆพๆณจๅ - ้ๆถๅผๅง
- ๅฎๆด่ฏพ็จ่ฎฟ้ฎ
- ๆฐๅญ่ฏไนฆ
- ่ฏพ็จๆๆ
่ทๅ่ฏพ็จไฟกๆฏ
่ทๅพ่ไธ่ฏไนฆ
