Course Code: daanevp
Duration: 42 hours
Prerequisites:
  • Aby wziąć udział w tym kursie, nie trzeba spełniać żadnych szczególnych wymagań.
Overview:

Analityka danych jest dziś kluczowym narzędziem w biznesie. Skoncentrujemy się na rozwijaniu umiejętności praktycznej analizy danych. Celem kursu jest pomoc uczestnikom w udzielaniu opartych na dowodach odpowiedzi na pytania:

Co się stało?

  • przetwarzanie i analizowanie danych
  • tworzenie informacyjnych wizualizacji danych

Co się wydarzy?

  • prognozowanie przyszłych wyników
  • ocena prognoz

Co powinno się wydarzyć?

  • przekształcanie danych w decyzje biznesowe oparte na dowodach
  • optymalizacja procesów

Sam kurs może być prowadzony w formie 6-dniowego kursu stacjonarnego lub zdalnie przez okres kilku tygodni, jeśli wolisz. Możemy współpracować z Tobą, aby zapewnić kurs najlepiej odpowiadający Twoim potrzebom.

Course Outline:

Podstawowy Excel

  • Nawigacja
  • Manipulowanie danymi
  • Praca z formułami i adresami
  • Wykresy

Zaawansowane Excel

  • Funkcje logiczne
  • Analiza scenariuszy
  • Solver
  • Makra
  • Pierwszy rzut oka na kod: VBA

VBA

  • Typy danych
  • Pisanie funkcji
  • Kontrolowanie programu: ocena warunkowa i pętle
  • Techniki debugowania

Analiza danych z Python

  • Wprowadzenie Python
  • Zmienne i typy
  • Manipulowanie danymi w Python przy użyciu Pandas
  • Pisanie funkcji
  • Wizualizacja danych przy użyciu Matplotlib i Seaborn
  • Zarządzanie danymi za pomocą Pandas

Wprowadzenie do Machine Learning z Python

  • Regresja liniowa przy użyciu scikit-learn
  • Drzewa klasyfikacyjne i regresyjne z Python
  • Klasyfikacja przy użyciu maszyn wektorów nośnych i Random Forest
  • Techniki klastrowania przy użyciu scikit-learn
Sites Published:

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