AI And Machine Learning Course
What will I learn?
Imarisha kazi yako ya Business Intelligence (BI) na kozi yetu ya AI na Machine Learning. Jifunze kikamilifu kuandaa data, ikiwa ni pamoja na kurekebisha umbizo, kushughulikia data iliyopotea, na kutibu data iliyo nje ya kawaida (outliers). Ingia ndani zaidi kwenye algorithm za utabiri kama vile linear regression, decision trees, na mbinu za hali ya juu kama vile random forests. Boresha mifumo kwa kutumia mbinu za 'ensemble' na urekebishaji wa 'hyperparameter'. Jifunze cross-validation, ugawaji wa data, na vipimo vya utendaji. Boresha ujuzi wako katika kufasiri matokeo na uandishi bora wa ripoti. Jiunge sasa kwa mafunzo mafupi na bora yaliyoundwa kwa ajili ya wataalamu wa BI.
Apoia's Unique Features
Develop skills
Enhance the practical skills outlined below
Jifunze kikamilifu usafishaji wa data: Shughulikia data iliyopotea na data iliyo nje ya kawaida (outliers) kwa usahihi.
Tekeleza algorithm za ML: Tumia linear regression na decision trees kwa ufanisi.
Boresha mifumo: Imarisha utendaji kwa urekebishaji wa 'hyperparameter' na mbinu za 'ensemble'.
Tathmini usahihi wa mfumo: Tumia cross-validation na vipimo vya utendaji kama vile MAE na RMSE.
Ripoti maarifa: Andika ripoti zenye kuvutia na uchanganue utabiri wa mfumo kwa ujasiri.
Suggested summary
Workload: between 4 and 360 hours
Before beginning, you can adjust chapters and the workload.
- Choose which chapter to start with
- Add or remove chapters
- Adjust 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 program, but offers practical and relevant knowledge for your professional journey.