Benjamin Evans (BDEvan5)

BDEvan5

Geek Repo

Company:InstaDeep

Location:Stellenbosch

Home Page:bd-evans.com

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Benjamin Evans's repositories

f1tenth_benchmarks

Implementations of common F1Tenth autonomous racing algorithms with benchmark results.

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sensor_fusion

Simple implementations of sensor fusion algorithms: LKF, EKF, UKF, Particle filter

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TrajectoryAidedLearning

Accompanying repo for the paper - High-speed Autonomous Racing using Trajectory-aided Deep Reinforcement Learning

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f1tenth_drl

A repository to conduct experiments on F1Tenth racing

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simple_f1tenth_drl

This is a repo with example implementations of deep reinforcement learning algorithms for F1tenth racing

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ModelPredictiveControl

Working versions of MPC with casadi

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pytorch_drl

PyTorch implementations of common deep reinforcement learning algorithms: DQN, PPO, SAC, TD3

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ReferenceModification

The repo for the paper "Learning Policies for Reference Modification''.

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RewardSignalDesign

This repo contains the code for the paper, "Reward signal design for autonomous racing"

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F1TenthResultsPhD

A repo for all my PhD results

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ppx

A repo of Proximal Policy Optimisation (PPO) algorithms written in JAX

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bd-evans-design

My demo work for an updated personal website

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hybrid_planners

Hybrid F1Tenth planners for obstacle avoidance and head-to-head racing at high speeds.

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Mava

🦁 A research-friendly codebase for fast experimentation of multi-agent reinforcement learning in JAX

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