Roadmap Data Scientist

The basic roadmap to become a data scientist

Courses

Python

• Python for Data Science
• Data Visualization with Python
• Data Analysis with Python

First project: Analyse dataset and create visualizations

Data Science

• Introduction to Data Science
• Data Science Methodology
• Data Science Hands-On with Open Source Tools

Machine Learning

• Machine Learning with Python
• Machine Learning with R

Second project: Challenge problem to apply ML algorithms, such as Random Forrest, Decision Trees, Logistic Regression.

Deep Learning

• Deep Learning Fundamentals
• Deep Learning with TensorFlow
• Accelerating Deep Learning with GPU

SQL and Databases

• Databases and SQL for Data Science

Deploy ML model

• Container & Kubernetes Essentials with IBM Cloud
• Docker Essentials: A Developer Introduction
• Getting started with Microservices with Istio and IBM Cloud Kubernetes Service

Final project: end to end data science solution. Model + Docker + Deploy in IBM cloud

ML Engineer part

• Big Data Introduction
• Spark Fundamentals 1
• Spark Overview for Scala Analytics
• Hadoop 101
• Data Science with Scala

Tests

• In test directory you can find the notebooks for validate your Python knowledge.

Tutorials

Resources