2+ years of experience in training and deploying production models. 2+ years of experience with PyTorch, Pandas, and Numpy. Hands-on experience with language models. Solid understanding of Transformers, RNN, S4/Mamba, and LSTM model architectures. Familiarity with advanced machine learning concepts including State Space Modeling, Hidden Markov Models, BEAM Search, Human Feedback Reinforcement Learning (RLHF), Relationship Graph Theory, and Automatic Prompt Optimization. Experience working on language model user experiences using DSPy and LangChain.