1. Data Scientist:

Data Scientists are analytical experts who extract valuable insights from data. They employ statistical analysis, machine learning, and programming to solve complex problems and drive informed business decisions.

Top Skills:

Statistical Analysis

Machine Learning

Programming (Python, R)

Data Visualization

Big Data Tools (Hadoop, Spark)

SQL

Critical Thinking

Resources:

Data Science Specialization by Johns Hopkins University on Coursera

Kaggle: Platform for data science competitions and learning resources.

Towards Data Science: A Medium publication with insightful articles on data science.

2. Machine Learning Engineer:

Role: Machine Learning Engineers design and deploy machine learning models into production. They work on the implementation and scalability of algorithms, ensuring real-time processing and accurate predictions.

Top Skills:

Advanced Programming (Python)

Machine Learning Frameworks (TensorFlow, PyTorch)