Python With Machine Learning Course
What will I learn?
I-unlock ang power ng Python at machine learning sa aming comprehensive course na ginawa para sa mga technology professionals. Sumisid sa feature engineering, pag-master ng scaling, normalization, at pag-handle ng categorical variables. Pagandahin ang iyong skills sa model optimization techniques tulad ng random search at hyperparameter tuning. I-explore ang data sources mula sa UCI at Kaggle, at magkaroon ng proficiency sa algorithms tulad ng random forests at decision trees. I-elevate ang iyong expertise sa practical, high-quality training na dinisenyo para sa real-world application.
Apoia's Unique Features
Develop skills
Strengthen your practical skills in the areas listed below.
I-master ang feature engineering: I-scale, i-normalize, at gumawa ng time-based features.
I-optimize ang models: Pag-aralan ang hyperparameter tuning at grid search techniques.
Mag-source ng data nang epektibo: Gamitin ang UCI at Kaggle para sa relevant datasets.
I-implement ang algorithms: I-explore ang Random Forests, Decision Trees, at Linear Regression.
I-evaluate ang models: Gamitin ang MAE, RMSE, at data splitting para sa performance analysis.
Suggested summary
Workload: between 4 and 360 hours
Before starting, you can change the chapters and the workload.
- Choose which chapter to start with
- Add or remove chapters
- Increase or decrease the course workload
Examples of chapters you can add
You will be able to generate more chapters like the examples below
This is a free course, focused on personal and professional development. It is not equivalent to a technical, undergraduate, or postgraduate course, but offers practical and relevant knowledge for your professional journey.