pro $24.99 per month
- access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
- choose one free eBook per month to keep
- exclusive 50% discount on all purchases
lite $19.99 per month
- access to all Manning books, including MEAPs!
team
5, 10 or 20 seats+ for your team - learn more
Look inside
In this liveProject, you’ll develop an AI driving agent that can simulate independent driving. Your agent should be able to handle changing lanes, navigating roundabouts, and even self-parking. In order to create this complex agent, you’ll use powerful reinforcement learning techniques including model-based learning, model-free learning, and simulation-search/planning algorithms. Go hands-on to train your AI in AI Gym on Google Colab, improve your model’s performance, and provide professional-level documentation of your work for your colleagues.
This project is designed for learning purposes and is not a complete, production-ready application or solution.
book and video resources
When you start your liveProject, you get full access to the following books and videos for 90 days.
prerequisites
This liveProject is for data scientists familiar with programming basic algorithm implementations in Python and the basics of machine learning. To begin this liveProject you will need to be familiar with:TOOLS
- Basic Python
- Basic Keras
- Basic Matplotlib
- Basic Jupyter Notebook
- Basics of machine learning
- Basics of reinforcement learning
you will learn
In this liveProject, you’ll explore a variety of reinforcement learning methods well suited for developing complex machine learning models.- Working with OpenAI Gym on Google Colab
- Implementing basic RL algorithms
- Developing reward-shaped trained agents
- Mitigating the limitations of naive approaches with temporal difference learning
- Using stable-baselines package to directly train models for prototyping
- Optimum navigator agents with Monte Carlo Tree Search
- Delivering a completely documented experiment
features
- Self-paced
- You choose the schedule and decide how much time to invest as you build your project.
- Project roadmap
- Each project is divided into several achievable steps.
- Get Help
- While within the liveProject platform, get help from other participants and our expert mentors.
- Compare with others
- For each step, compare your deliverable to the solutions by the author and other participants.
- book resources
- Get full access to select books for 90 days. Permanent access to excerpts from Manning products are also included, as well as references to other resources.
choose your plan
pro
monthly
annual
$24.99
$249.99
only $20.83 per month
- access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
- choose another free product every time you renew
- choose twelve free products per year
- exclusive 50% discount on all purchases
-
![]()
Reinforcement Learning for Self-driving Vehicles project for free
Reinforcement Learning for Self-driving Vehicles project for free
team
monthly
annual
$49.99
$499.99
only $41.67 per month
- five seats for your team
- access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
- choose another free product every time you renew
- choose twelve free products per year
- exclusive 50% discount on all purchases
-
![]()
Reinforcement Learning for Self-driving Vehicles project for free
