<h3 class="uui-heading-subheading">Data Preparation</h3><div class="jtbd-card"><div class="jtbd-card-single">Collecting and cleaning datasets for analysis.</div><div class="jtbd-card-single">Normalizing data formats to ensure consistency.</div><div class="jtbd-card-single">Handling missing values through imputation techniques.</div><div class="jtbd-card-single">Performing data transformation for model compatibility.</div></div><h3 class="uui-heading-subheading">Model Development</h3><div class="jtbd-card"><div class="jtbd-card-single">Selecting appropriate machine learning algorithms for tasks.</div><div class="jtbd-card-single">Building and training complex AI models using TensorFlow.</div><div class="jtbd-card-single">Tuning hyperparameters for optimal model performance.</div><div class="jtbd-card-single">Implementing cross-validation techniques to validate results.</div></div><h3 class="uui-heading-subheading">Deployment and Maintenance</h3><div class="jtbd-card"><div class="jtbd-card-single">Deploying models into production environments securely.</div><div class="jtbd-card-single">Monitoring model performance in real-time systems.</div><div class="jtbd-card-single">Updating models based on new incoming data.</div><div class="jtbd-card-single">Documenting workflows and processes for team use.</div></div><h3 class="uui-heading-subheading">Collaboration and Communication</h3><div class="jtbd-card"><div class="jtbd-card-single">Presenting AI findings to non-technical stakeholders.</div><div class="jtbd-card-single">Collaborating with engineers to integrate models.</div><div class="jtbd-card-single">Participating in cross-functional team meetings regularly.</div><div class="jtbd-card-single">Gathering user feedback to refine AI solutions.</div></div>