Data-X Skills:
- Implementation: Amazing AI and Data-related projects
- Tools: Covers the open-source software tools needed for these types of projects
- Mindset and Process: Develops the necessary mindset and behaviors to deliver innovative projects within a real-life development process
- Network: Brings together students, faculty, new ventures, and large firms so they can learn from each other in a manner that is both technically deep and yet broad
- Project Resources: Lectures, code samples, slides, references and everything needed for real-life projects and education all in one place
Testimonials
"The opportunity to dive into extensive projects with diverse teams, getting involved with industry mentors, the openness and flexibility of the Profs and GSIs makes the course a must have for everyone interested in data analytics. My two-semester long involvement with the class and the Profs was a significant contributing factor to me being a Data Scientist today."
"I think this class is so awesome because it teaches the tools and concepts that are most commonly used in workplace teams that are involved with data science and applied machine learning."
"135 has to be my favorite of the ML classes at Berkeley. It covers A TON of content. The course is very application-focused and yet explains the general idea behind concepts."
"DataX is a very rare data science course that prepares students ready to be real world data scientists. AnChain.ai has hired great talents from the DataX course, and we are excited to see they are applying the DataX philosophy to challenging machine learning problems, not just from how to code up deep learning SGD solver, but also from the business and product perspective, "
-- Victor Fang, Ph.D. , CEO of AnChain.ai
Lecture Materials | Homework | Resources | |||
00: Getting Started | |||||
010 | Introduction Basics | Video Slides Code | Code Video | References Page | |
020 | Project Guidance | Video Slides Code | Code Video | Project Guidelines | |
030 | Install Instructions | Video Slides Code | Code Video | References Page | |
01: Fundamentals | |||||
100A | Predication and Linear Regression Part I | Video Slides Code | Code Video | HW | NA |
100B | Predication and Linear Regression Part II | Video Slides Code | Code Video | HW | NA |
110 | NumPy | Video Slides Code | Code Video | HW-NumPy | Introduction to NumPy 101 NumPy Exercises NumPy Cheatsheet |
120 | Pandas | Video Slides Code | Code Video | HW-Pandas | Introduction to Pandas 10 Minutes to Pandas Pandas Cheatsheet |
130 | X Data Visualization | Video Slides Code | Code Video | HW | NA |
140 | X Logistic Regression and SKlearn (Empty) | Video Slides Code | Code Video | HW | List of Resources |
160 | X Predictive Model (Titanic): Putting it together | Video Slides Code | Code Video | HW | NA |
170 | X ML Algorithm Overview | Video Slides Code | Code Video | HW | NA |
180 | X Cross-Validation and Regularization | Video Slides Code | Code Video | HW | NA |
X | X | Video Slides Code | Code Video | HW | NA |
02: Data Signals | |||||
200 | X Correlation | Video Slides Code | Code Video | HW | NA |
215A | Time Series | Video Slides | Code Video | HW | NA |
215B | Time Series | Video Code | Code Video | HW-TS | NA |
220 | X Decision Trees, Information Theory | Video Slides Code | Code Video | HW | NA |
250 | X Spectral Signals | Video Slides Code | Code Video | HW | NA |
03: Data Handling | |||||
310 | Web Scraping | Video Slides Code | Code Video | HW | NA |
320 | X Flask | Video Slides Code | Code Video | HW | NA |
04: Deep Learning | |||||
410 | Intro to Tensor Flow | Video Slides Code | Code Video | HW | NA |
420 | X Neural Networks | Video Slides Code | Code Video | HW | NA |
430 | X Convolution Neural Networks | Video Slides Code | Code Video | HW | NA |
05: Natural Language Processing | |||||
500 | Text Processing | Video Slides CodeX | Code Video | HW | NA |
510 | X Feature Engineering & Text Representation | Video Slides Code | Code Video | HW | NA |
520 | X Learning Models | Video Slides Code | Code Video | HW | NA |
06: Data-X Library | |||||
610 | Stock Market Data and Quotes | Video Slides Code | Code Video | HW | NA |