Big Data. Educational Resources

Posted on Fri, 28 Apr 2017 in Other

Big Data is a kind of buzzword nowadays. However, it looks that having skills in it can make a huge influence on a programming career. At least, it's true for me. That's why this list appears. It's a unsorted and unfiltered bunch of resources covered "Big Data" topic.

Computer Science Fundamentals and Programming

Algorithm challanges on HackerRank

Datastructure challanges on HackerRank

Introduction to Algorithms by Cormen, Leiserson, Rivest, and Stein

Functional Programming in Scala Specialization

Cloud Computing Specialization

Algorithms Specialization

Applied Math

Probability and Statistics

Data Science Math Skills

Bayesian Statistics: From Concept to Data Analysis

Advanced Linear Models for Data Science 1: Least Squares

Advanced Linear Models for Data Science 2: Statistical Linear Models

Data Science

Data Science Specialization

Recommender Systems Specialization

Intro to Data Analysis

Machine Learning

Machine Learning Lectures

Deep Learning

Machine Learning Specializatio

Machine Learning

IN RUSSIAN Машинное обучение и анализ данных

Frameworks

Data Science and Engineering with Apache Spark

Managing Big Data with R and Hadoop

Deep Learning with TensorFlow

Intro to Hadoop and MapReduce

Deploying a Hadoop Cluster

Data Science with Spark

Spark for Data Science

Learning Spark

Other

Big Data Specialization

Scala for Data Science

Scala for Machine Learning

Python Data Science Handbook

Introduction to Machine Learning with Python

Natural Language Processing with Python

Kaggle

Resources

What is Data Science? 24 Fundamental Articles Answering This Question

Quora: What skills are needed for machine learning jobs?

Quora: How do I learn big data technologies?

Quora: Is there any website where we can learn Data Science for free?

Quora: Where should I start from for learning big data development?

5 Skills You Need to Become a Machine Learning Engineer

7 key skills required for Machine Learning jobs