Reinforcement Learning

Sort options

Unsupervised Learning, Recommenders, Reinforcement Learning (Coursera)

Mar 25th 2024
Unsupervised Learning, Recommenders, Reinforcement Learning (Coursera)
Course Auditing
Categories
Effort
Languages
In the third course of the Machine Learning Specialization, you will: Use unsupervised learning techniques for unsupervised learning: including clustering and anomaly detection; Build recommender systems with a collaborative filtering approach and a content-based deep learning method; Build a deep reinforcement learning [...]

Machine Learning: an overview (Coursera)

The course provides a general overview of the main methods in the machine learning field. Starting from a taxonomy of the different problems that can be solved through machine learning techniques, the course briefly presents some algorithmic solutions, highlighting when they can be successful, but also their limitations. These [...]

Machine Teaching for Autonomous AI (Coursera)

Mar 25th 2024
Machine Teaching for Autonomous AI (Coursera)
Course Auditing
Categories
Effort
Languages
Just as teachers help students gain new skills, the same is true of artificial intelligence (AI). Machine learning algorithms can adapt and change, much like the learning process itself. Using the machine teaching paradigm, a subject matter expert (SME) can teach AI to improve and optimize a variety of [...]

Reinforcement Learning for Trading Strategies (Coursera)

In the final course from the Machine Learning for Trading specialization, you will be introduced to reinforcement learning (RL) and the benefits of using reinforcement learning in trading strategies. You will learn how RL has been integrated with neural networks and review LSTMs and how they can be applied [...]

Overview of Advanced Methods of Reinforcement Learning in Finance (Coursera)

In the last course of our specialization, Overview of Advanced Methods of Reinforcement Learning in Finance, we will take a deeper look into topics discussed in our third course, Reinforcement Learning in Finance.

Prediction and Control with Function Approximation (Coursera)

In this course, you will learn how to solve problems with large, high-dimensional, and potentially infinite state spaces. You will see that estimating value functions can be cast as a supervised learning problem---function approximation---allowing you to build agents that carefully balance generalization and discrimination in order to maximize [...]

Sample-based Learning Methods (Coursera)

In this course, you will learn about several algorithms that can learn near optimal policies based on trial and error interaction with the environment---learning from the agent’s own experience. Learning from actual experience is striking because it requires no prior knowledge of the environment’s dynamics, yet can still attain [...]

Decision Making and Reinforcement Learning (Coursera)

Mar 18th 2024
Decision Making and Reinforcement Learning (Coursera)
Course Auditing
Categories
Effort
Languages
This course is an introduction to sequential decision making and reinforcement learning. We start with a discussion of utility theory to learn how preferences can be represented and modeled for decision making. We first model simple decision problems as multi-armed bandit problems in and discuss several approaches to evaluate [...]

Supply Chain Analytics (Coursera)

Mar 11th 2024
Supply Chain Analytics (Coursera)
Course Auditing
Categories
Effort
Languages
Welcome to Supply Chain Analytics! In this course you will learn about advanced decision problems in Supply Chain Management and the application of optimisation formulations and their solutions to address them. The course has been designed to help you advance your career as business analysts, supply chain managers, and [...]

Machine Learning for Investment Professionals (Coursera)

Feb 5th 2024
Machine Learning for Investment Professionals (Coursera)
Course Auditing
Categories
Effort
Languages
This course is uniquely tailored to the needs of investment professionals or those with investment industry knowledge who want to develop a basic, practical understanding of machine learning techniques and how they are used in the investment process. Incorporating real-life case studies, this course covers both the technical and [...]
Feb 5th 2024
Course Auditing
42.00 EUR/month