Python For Machine Learning Course
What will I learn?
Fungua uwezo wa Python kwa ufundi wa akili bandia kupitia mafunzo yetu kamili yaliyoundwa kwa wataalamu wa teknolojia. Ingia ndani kabisa ya algoriti za urejeshaji kama vile Misitu Nasibu (Random Forests) na Miti ya Maamuzi (Decision Trees), jifunze kikamilifu vipimo vya tathmini ya modeli kama vile RMSE na MAE, na chunguza mbinu za uchakataji data awali ikiwa ni pamoja na upimaji wa vipengele (feature scaling) na uandishi wa misimbo (encoding). Boresha ujuzi wako na mbinu za uteuzi wa vipengele, uandishi wa kumbukumbu za mradi, na maktaba za Python kama vile NumPy na Pandas. Imarisha modeli kwa kutumia urekebishaji wa vigezo (hyperparameter tuning) na mbinu za mkusanyiko (ensemble methods). Jiunge sasa ili kuinua utaalamu wako katika ufundi wa akili bandia.
Elevify advantages
Develop skills
- Jifunze urejeshaji kikamilifu: Tekeleza Misitu Nasibu (Random Forests), Miti ya Maamuzi (Decision Trees), na Urejeshaji Linear (Linear Regression).
- Tathmini modeli: Tumia RMSE, MAE, na uthibitishaji mtambuka (cross-validation) kwa vipimo vya utendaji.
- Chakata data awali: Pima vipengele, shughulikia data iliyopotea, na uandike misimbo ya vigezo vya kategoria.
- Imarisha modeli: Tumia urekebishaji wa vigezo (hyperparameter tuning), mbinu za mkusanyiko (ensemble methods), na mikakati ya utafutaji.
- Chambua data: Tumia NumPy, Pandas, Matplotlib, na Seaborn kwa maarifa ya data.
Suggested summary
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