stochastic control , Pytorch, Python, Markov Decision Processes, AI tools, DPO, offline RL, GRPO, reinforcement learning, preference tuning, supervised fine-tuning, LoRA, reward shaping, large language models, parameter-efficient methods, QLoRA, distributed training compute platforms, RLHF