Data-X Online

Data-X: Fundamentals

Video Slides Code Resources
1 What is Data-X? Video Link Slide Deck N/A About Data-X
2 Python Bootcamp Video Link Slide Deck Code Link Berkeley Institute for Data Science
3 Project Guidance Video (N/A) Slide Deck N/A N/A
4 Agile Analytics Video (N/A) Slide Deck N/A N/A

Data-X I: Machine Learning Tools and Theory

Video Slides Code Resources
5 Prediction Theory Video (N/A) Slide Deck Code Link (N/A) What is Predictive Analytics?
6 Numpy Video (N/A) Slide Deck (N/A) Code Link Introduction to Numpy
7 Pandas Video (N/A) Slide Deck (N/A) Code Link Introduction to Pandas
8 Logistic Regression Video (N/A) Slide Deck Code Link Introduction to Logistic Regression
9 Correlation Video (N/A) Slide Deck Code Link (N/A) Introduction to Correlation
10 SciKit-Learn Video (N/A) Slide Deck (N/A) Code Link Introduction to Scikit-learn
11 Data Visualization Video (N/A) Slide Deck (N/A) Code Link Introduction to Data Visualization
12 ML Overview Part I (Set Up) Video Link Slide Deck Code Link (N/A) N/A
13 ML Overview Part II (Algorithms) Video Link Slide Deck Code Link (N/A) N/A
14 Predictive Model (Titanic) Video Link Slide Deck (N/A) Code Link Predictive Model (Wine)
15 ML and Cross Validation Video (N/A) Slide Deck Code Link (N/A) Overtraining and Cross Validation
16 Decision Trees, Information Theory Video (N/A) Slide Deck Code Link (N/A) Decision Trees in ML
17 Web Scraping Video Link Slide Deck (N/A) Code Link Web Scraping with Python
18 Regularization Video (N/A) Slide Deck Code Link Regularization: Ridge and LASSO

Data-X II: Deep Learning

Video Slides Code Resources
19 Neural Networks Video (N/A) Slide Deck Code Link Neural Networks and Deep Learning

Data-X III: Data Translation and Handling

Video Slides Code Resources
20 Natural Language Processing Video (N/A) Slide Link Code Link NLP Toolkit
21 Databases Video (N/A) Slide Deck Code Link Introduction to Databases
22 Google Cloud Video (N/A) Slide Deck Code Link Deploying Models on Google Cloud

Data-X IV: Learning Systems Theory

Video Slides Code Resources
23 Spectral Signals Video (N/A) Slide Deck Code Link Fourier Transforms and Signals