Data Analytics Links

Some of the most useful courses online

• The Data Science Course 2021: Complete Data Science Bootcamp. The course is very precise and well organized. They have a good combination of theory with good practical examples tht are relevent today

• Principles, Statistical and Computational Tools for Reproducible Data Science Harvard also has a very nice Master’s program in Data Science

• Berkeley Online Data Analytics Boot Camp : Berkeley also has a one year Master’s program on Analytics and Data Science. Have found the Berkeley courses to be good in terms of practicality.

Competitions

• Kaggle : A very useful source for experimental datasets to play and see how some of the algorithms function. They have a good collection of courses, datasets and competition results.

Frameworks

Tools and Frameworks that are very useful in this Arena

• Apache Spark
• Kafka
• Apache Airflow
• TensorFlow
• Keras
• Pandas
• Numpy
• MatPlotlib
• Jupyter

Building Cloud Frameworks with Kubernetes and Docker has been extremely useful

Introductory IPython Notebooks

Simple notebooks to familiarize with Python, Pandas, Numpy, Matplotlib, Seaborn and Tensorflow. These notebooks can be used with Jupyter or Google Colab

• Python101
• Pandas101
• Numpy101
• Matplotlib101
• Seaborn101
• Tensorflow101