From 36fbc1d5709de731f62d9853a34cd4193897ab8a Mon Sep 17 00:00:00 2001 From: Frank Xu Date: Sun, 16 Mar 2025 16:15:10 -0400 Subject: [PATCH] add reinforcement leanring tutorial --- .../dqn_lunar_lander_demo.ipynb | 10 +++++----- .../video/LunarLander-v3-episode-0.mp4 | Bin 0 -> 118664 bytes 2 files changed, 5 insertions(+), 5 deletions(-) create mode 100644 lab10_Reinforcement_Learning/video/LunarLander-v3-episode-0.mp4 diff --git a/lab10_Reinforcement_Learning/dqn_lunar_lander_demo.ipynb b/lab10_Reinforcement_Learning/dqn_lunar_lander_demo.ipynb index 2abf171..83f659f 100644 --- a/lab10_Reinforcement_Learning/dqn_lunar_lander_demo.ipynb +++ b/lab10_Reinforcement_Learning/dqn_lunar_lander_demo.ipynb @@ -147,7 +147,7 @@ "\n", "---\n", "\n", - "## The Safe Agent (No AI, only one hardcoded rule)\n", + "# Trial 1: The Safe Agent (No AI, only one hardcoded rule)\n", "We're going to implement a simple agent 'The Safe Agent' who will thrust upward if and only if the lander's `y` position is less than 0.5.\n", "\n", "In theory this agent shouldn't hit the ground as we have unlimited fuel, but let's see." @@ -215,7 +215,7 @@ "\n", "---\n", "\n", - "## The Stable Agent (No AI, with a set of hardcoded rules)\n", + "# Trial 2: The Stable Agent (No AI, with a set of hardcoded rules)\n", "Let's try to define and agent that can remain stable in the air.\n", "\n", "It will operate via the following rules:\n", @@ -312,7 +312,7 @@ "\n", "---\n", "\n", - "# The AI Agent (AI agent with Deep Reinforcement Learning)\n", + "# Trial 3: The AI Agent (AI agent with Deep Reinforcement Learning)\n", "To address this challenge, we'll use deep reinforcement learning techniques to train an agent to land the spacecraft.\n", "\n", "Simpler tabular methods are limited to discrete observation spaces, meaning there are a finite number of possible states. In `LunarLander-v3` however, we're dealing with a continuous range of states across 8 different parameters, meaning there are a near-infinite number of possible states. We could try to bin similar values into groups, but due to the sensitive controls of the game, even slight errors can lead to significant missteps.\n", @@ -1075,7 +1075,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1187,7 +1187,7 @@ "\n", " # Optional: Download the video\n", " # from google.colab import files\n", - " # video_file = glob.glob('video/LunarLander-v3-rl-video-episode-*.mp4')[0] # Match the generated file\n", + " # video_file = glob.glob('video/LunarLander-v3-episode-*.mp4')[0] # Match the generated file\n", " # files.download(video_file)" ] }, diff --git a/lab10_Reinforcement_Learning/video/LunarLander-v3-episode-0.mp4 b/lab10_Reinforcement_Learning/video/LunarLander-v3-episode-0.mp4 new file mode 100644 index 0000000000000000000000000000000000000000..da863688d5c0c4daab30d5fc4ce9d02afeef3714 GIT binary patch literal 118664 zcmZ^}1yo#1_C4H7X6CMB9Bgcy%p7bSf4Z@Bb#)YA 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