Machine Learning for Trading
This course introduces students to the real world challenges of implementing machine learning based trading strategies including the algorithmic steps from information gathering to market orders. The focus is on how to apply probabilistic machine learning approaches to trading decisions. We consider statistical approaches like linear regression, KNN and regression trees and how to apply them to actual stock trading situations.
Prerequisites and Requirements: Students should have strong coding skills and some familiarity with equity markets. No finance or machine learning experience is assumed.Note that this course serves students focusing on computer science, as well as students in other majors such as industrial systems engineering, management, or math who have different experiences. All types of students are welcome!The ML topics might be "review" for CS students, while finance parts will be review for finance students. However, even if you have experience in these topics, you will find that we consider them in a different way than you might have seen before, in particular with an eye towards implementation for trading.Programming will primarily be in Python. We will make heavy use of numerical computing libraries like NumPy and Pandas.See the for using Udacity.
Get a Reminder
Rating | Not enough ratings |
---|---|
Length | Approx. 4 months |
Starts | On Demand (Start anytime) |
Cost | $0 |
From | Udacity |
Instructors | Tucker Balch, Arpan Chakraborty |
Download Videos | Only via web browser |
Language | English |
Subjects | Programming |
Tags | Computer Science Software Development |
Get a Reminder
Similar Courses
Careers
An overview of related careers and their average salaries in the US. Bars indicate income percentile.
Research Scientist-Machine Learning $55k
Cloud Architect - Azure / Machine Learning $75k
Watson Machine Learning Engineer $81k
Machine Learning Software Developer $103k
Software Engineer (Machine Learning) $116k
Applied Scientist, Machine Learning $130k
Autonomy and Machine Learning Solutions Architect $131k
Applied Scientist - Machine Learning -... $136k
RESEARCH SCIENTIST (MACHINE LEARNING) $147k
Machine Learning Engineer 2 $161k
Machine Learning Scientist Manager $170k
Machine Learning Scientist, Personalization $213k
Write a review
Your opinion matters. Tell us what you think.
Please login to leave a review
Rating | Not enough ratings |
---|---|
Length | Approx. 4 months |
Starts | On Demand (Start anytime) |
Cost | $0 |
From | Udacity |
Instructors | Tucker Balch, Arpan Chakraborty |
Download Videos | Only via web browser |
Language | English |
Subjects | Programming |
Tags | Computer Science Software Development |
Similar Courses
Sorted by relevance
Like this course?
Here's what to do next:
- Save this course for later
- Get more details from the course provider
- Enroll in this course