Data Scientist

Course length

12 Weeks | 120 Hours

Mentor

Jonatas Piscirilo

Líder técnico com mais de 18 anos de experiência na construção de sistemas complexos de grande escala e impulsionando a inovação em grandes empresas.

About this path

O Cientista de dados orienta a criação de modelos preditivos graças a um conhecimento profundo dos modelos matemáticos

Syllabus

Week 1
Live session with Mentor Introduction to Python
Intermediate Python

Week 2
Live session with Mentor
Data manipulation with pandas
Joining data with pandas

Week 3
Live session with Mentor
Introduction to Data Import with Python
Intermediate Importing Data with Python
Cleaning data with Python

Week 4
Live session with Mentor
Python Data Science Toolbox p1
Python Data Science Toolbox p2
Project - The Android App Market on Google Play

Week 5
Live session with Mentor
Introduction to Data Viz with Mapplotlib
Introduction to Data Viz with Seaborn
Intermediate Data Viz with Seaborn
Project - A Visual History of Nobel Prize

Week 6
Live session with Mentor
Working with Dates and Time in Python
Writing functions in Python

Week 7
Live session with Mentor
Exploratory Data Analysis in Python
Analyzing Police Activities with pandas

Week 8
Live session with Mentor
Project - Analog TV data
Project - GitHub History of the Scala Language
Project - The discovery of Handwashing
Project - Predicting Credit Card Approvals

Week 9
Live session with Mentor
Statistical thinking in Python p1
Statistical thinking in Python p2

Week 10
Live session with Mentor
Supervised Learning with scikit-learn
Unsupervised Learning in Python

Week 11
Live session with Mentor
Cluster Analysis in Python
ML with Tree-Based Models in Python

Week 12
Project

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