Certificate in Model Analysis & Performance Optimization
-- ViewingNowThe Certificate in Model Analysis & Performance Optimization is a crucial course for professionals seeking to enhance their data analysis skills. This program focuses on teaching learners how to evaluate and improve machine learning models, making them more accurate and efficient.
7,905+
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 Model Analysis: Fundamentals of model analysis, understanding model accuracy, and performance metrics.
โข Data Preprocessing for Model Analysis: Data cleaning, normalization, and transformation techniques for effective model analysis.
โข Performance Metrics for Regression Models: Mean Absolute Error (MAE), Root Mean Squared Error (RMSE), R-squared, and Adjusted R-squared.
โข Performance Metrics for Classification Models: Accuracy, Precision, Recall, F1-score, Confusion Matrix, and ROC Curve.
โข Model Evaluation Techniques: Cross-validation, Bootstrapping, and Train-test split.
โข Hyperparameter Tuning: Grid search, Random search, and Bayesian optimization.
โข Model Optimization Techniques: Regularization (L1 and L2), Early stopping, and Ensemble methods.
โข Model Interpretation and Visualization: Feature importance, Partial dependence plots, and SHAP values.
โข Bias-Variance Tradeoff: Understanding the concept and techniques to balance bias and variance.
โข Deploying Optimized Models: Best practices for deploying optimized models in production environments.
่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
