Elementary Classification: Logistic Regression

This course provides hands-on predictive analytic work.

This time we will look at classification methods which, though also used in Time Series Analysis (binary classification/prediction of upticks vs. downticks) extends to other areas such as Credit Risk Analysis and Fraud Prediction.

Suitability

This course is suitable for: Tech Analysts, S&T Analysts (optionally).

Learning Outcomes

By the end of this course, participants will be able to:

  • Explain how logistic regression can be used as a signal for trade decisions
  • Demonstrate how it can be more efficient than linear regression to this end
  • Implement a logistic regression model in Python and compare with linear regression techniques

Course Content

  • Introduction to classification methods
  • What is Logistic Regression and what are its applications in Finance?
  • Implement a Logistic Regression model on a single price data variable in TensorFlow using the above concepts
  • How does the predictive power compare to Linear Regression we have already done
  • Multivariate logistic regression using Keras and TensorFlow in a very few lines of code: handwritten character recognition from images

100%

of our clients would recommend Alpha to a colleague or peer

90%

of a cohort was promoted within 2 years after participating in an Alpha course.

96%

of participants felt more confident in their role, following an Alpha commercial leadership course.

Why study with Alpha?

Innovation and creativity born from experience

We are thought leaders in instructional and learning journey design and holistic solution architects. We have extensive finance and investments experience combined with skills application to deliver performance improving results. We develop immersive learning environments that maximize time to productivity, support talent retention and added value to improving quality of hires.

Knowledge Exchange Evangelists

We are focused on mining the embedded organisational intellectual capital for the benefit of the next generation. We create and curate best in class practice gathered from our experience with the leading financial institutions. We design our programmes with the end in mind – what results are you trying to achieve with this intervention? What metrics will we set ourselves to achieve that?

Generation Proof

Quality and innovation, using current market and industry best practices, have made us a trusted partner in delivering dynamic and motivating training for the financial and capital markets. Our programmes are generation proof and responsive to evolving learner needs and styles. Our solutions use a multi-stakeholder engagement strategy that expands beyond relationships between the learner and learning provider. We create connections with managers, peers and the wider business to drive impactful return on investment..

Enquire now

"*" indicates required fields

This form collects your contact information so that we can correspond with you.
Check out our privacy policy for more information about how we protect and manage your data.
This field is for validation purposes and should be left unchanged.
The team are so friendly and pleasant to work with, everyone is very professional and keen to help us. Building a relationship over the past couple of years helps us to feel like the Alpha team are even more able to understand our needs and provide more proactive solutions.
Find out more about our in-house training courses