Machine Learning

Machine learning empowers businesses by automating decision-making, predicting trends, and personalizing customer interactions. It optimizes operations, detects fraud, and enhances supply chain efficiency. ML’s advancements in natural language processing and image analysis refine customer service and operational strategies, fostering innovation and competitive advantage through data-driven insights.

Machine Learning Expertise

In the realm of data science and machine learning, my expertise includes:

Linear Regression: Proficient in applying linear regression models to predict continuous outcomes. Skilled in interpreting model coefficients, assessing model fit, and handling multicollinearity.

Projects: https://victorakello.com/machine-learning/linear-regression-projects/

Natural Language Processing (NLP): Experienced in various NLP tasks such as sentiment analysis, text classification, and named entity recognition. Utilizes libraries like NLTK, spaCy, and TensorFlow for preprocessing text data and building deep learning models.

Projects: https://victorakello.com/machine-learning/natural-language-processing/

Unsupervised Learning: Specializes in unsupervised learning techniques such as clustering (e.g., K-means) and dimensionality reduction (e.g., PCA). Applies these techniques to identify patterns and structures within data without labeled outcomes.

Projects: https://victorakello.com/machine-learning/unsupervised-learning/