<h3 class="uui-heading-subheading">Data Preparation</h3><div class="jtbd-card"><div class="jtbd-card-single">Cleaning and preprocessing raw datasets for analysis.</div><div class="jtbd-card-single">Performing feature engineering to derive predictive attributes.</div><div class="jtbd-card-single">Converting categorical variables into numerical format.</div><div class="jtbd-card-single">Splitting datasets into training, validation, and test sets.</div></div><h3 class="uui-heading-subheading">Model Development</h3><div class="jtbd-card"><div class="jtbd-card-single">Selecting appropriate algorithms for various AI tasks.</div><div class="jtbd-card-single">Implementing machine learning models using libraries like TensorFlow.</div><div class="jtbd-card-single">Tuning hyperparameters for optimized model performance.</div><div class="jtbd-card-single">Creating custom loss functions for specific problems.</div></div><h3 class="uui-heading-subheading">Model Evaluation</h3><div class="jtbd-card"><div class="jtbd-card-single">Evaluating model performance using metrics like accuracy.</div><div class="jtbd-card-single">Conducting cross-validation to assess model robustness.</div><div class="jtbd-card-single">Analyzing confusion matrices for classification tasks.</div><div class="jtbd-card-single">Performing error analysis to refine model strategies.</div></div><h3 class="uui-heading-subheading">Deployment and Monitoring</h3><div class="jtbd-card"><div class="jtbd-card-single">Preparing models for deployment in production environments.</div><div class="jtbd-card-single">Monitoring model performance post-deployment for drift detection.</div><div class="jtbd-card-single">Implementing CI/CD pipelines for model updates.</div><div class="jtbd-card-single">Creating documentation for model usage and integration.</div></div>