We have discussed the details of the Vanilla Actor-Critic (VAC) and implemented an application for stock prediction. Today, I would like to explore another variation of the Actor-Critic family called Asynchronous Advantage Actor-Critic
We have previously discussed the Actor Critic and Soft Actor Critic (SAC) frameworks. Today, I would like to revisit its most fundamental form in order to build a deeper understanding and connect it
It seems we've overlooked an important method in policy-based approaches: the Actor-Critic algorithm. In fact, we've already discussed a more advanced variant built upon it— Soft Actor Critic (SAC)
Today, we will explore Natural Evolution Strategies (NES) and investigate how they can be combined with Proximal Policy Optimization (PPO) to potentially enhance its performance. To evaluate the effectiveness of this approach, we
In the previous post, we discussed Proximal Policy Optimization (PPO) and its strengths, which have made it a popular choice in recent years. However, as an on-policy method, PPO suffers from a key
