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Dhruv dask-58

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Student

dask-58 / frozen_lake_dql.cpp

Last active February 27, 2026 10:40

	/*
	* Deep Q-Learning (DQN) for FrozenLake-v1 (8x8)
	* A Deep Q-Learning implementation matching
	* the OpenAI Gym "FrozenLake-v1" configuration. Features a custom
	* Multi-Layer Perceptron (MLP), Target Network synchronization, and
	* Experience Replay. Mathematical optimizations are used for the input
	* layer to simulate one-hot encoding without matrix multiplication.
	*
	* Gym Dynamics:
	* - Action 0 (Left): 1/3 Left, 1/3 Down, 1/3 Up

dask-58 / frozen_lake_ql.cpp

Last active February 27, 2026 10:27

A Q-Learning implementation matching OpenAI Gym "FrozenLake-v1"

	/*
	* Q-Learning for FrozenLake-v1 (8x8)
	* Object-oriented C++ implementation of tabular
	* Q-Learning matching the OpenAI Gym "FrozenLake-v1" configuration.
	* The environment features a slippery surface where intended actions only
	* execute 33.3% of the time, with the remaining 66.6% split between
	* perpendicular directions.
	*
	* Gym Dynamics:
	* - Action 0 (Left): 1/3 Left, 1/3 Down, 1/3 Up

dask-58 / MHCUP_run.sh

Created October 20, 2024 16:25

	#!/bin/bash

	echo "Compiling Sol.cpp ..."
	g++ -Wall -Wl,-stack_size,20000000 -O2 -o Sol Sol.cpp

	if [ $? -eq 0 ]; then
	echo "Compilation done!"
	else
	echo "Compilation failed!"
	exit 1