Deep Learning for Natural Language Processing

Videos, slides and tutorials fopm Stanford university course
CS224d: Deep Learning for Natural Language Processing can be found here: http://cs224d.stanford.edu/syllabus.html.

Spark for Data Science

In June you can learn with EdX "how to apply data science techniques using parallel programming in Apache Spark to explore big (and small) data". It will be "Introduction to Big Data with Apache Spark" course from Berkeley.

Coursera: Mining Massive Datasets

Extremely useful course for data scientist  - Mining Massive Datasets by by Jure Leskovec, Anand Rajaraman and Jeff Ullman.

Course Syllabus

Week 1:
MapReduce
Link Analysis -- PageRank

Week 2:
Locality-Sensitive Hashing -- Basics + Applications
Distance Measures
Nearest Neighbors
Frequent Itemsets

Week 3:
Data Stream Mining
Analysis of Large Graphs

Week 4:
Recommender Systems
Dimensionality Reduction

Week 5:
Clustering
Computational Advertising

Week 6:
Support-Vector Machines
Decision Trees
MapReduce Algorithms

Week 7:
More About Link Analysis --  Topic-specific PageRank, Link Spam.
More About Locality-Sensitive Hashing

In addition, you can buy or download for free Mining Massive Datasets book from Mining Massive Datasets web-page .