Python • SQL • Tableau • TensorFlow • Keras • Amazon Web Services • Docker • Kubernetes • Github • Jupyter Notebook • MS Office • Scikit-Learn • Numpy • Pandas • Seaborn • Matplotlib
Natural Language Processing • Computer Vision • Traditional Machine Learning Methods • Data Science Applications • Neural Network Topologies • Quantitative Analysis • Applied Statistics • Algorithmic Design and Implementation • Hyperparameter Tuning • Experiment Tracking • Report Generation • Data Security and Privacy • Technical Debt Reduction • Pipeline Orchestration • ML Production Systems
Using Flickr8k dataset, employed a CNN architecture with Transformer and Multi-Head Attention. EfficientNet-B0 served as baseline. Most recent tuning and optimization efforts achieved validation accuracy of 85%.
Pre-processing steps on marketing data included feature engineering, standardization, and normalization. Employed KMeans for clustering, PCA for dimensionality reduction. Autoencoder architecture.
Initiated sales position and strategically planned marketing structure. Built and maintained relationships with clients and distributors. Collaborated with external partners in Mexico on product development.