This half-day workshop will bring you into the fascinating world of AI as we embark on a journey to develop an emotional recognition system from scratch, using Python and open-source models like Llama and Mistral. This hands-on workshop is designed to guide participants through the intricacies of building and testing language models, culminating in the creation of a fully automated testing pipeline.