Urszula Czerwinska

Urszula Czerwinska

Science → Data Science

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Welcome to My Data Science Journey

Welcome to my personal blog, where I documented my transition from a PhD in Computational Biology to a thriving career in Data Science. Here, you’ll find insights on where to learn data science, how data science and machine learning, artificial intelligence are revolutionizing various fields, and explore whether data science can be self-taught, are data science bootcamps or courses worth it. Discover why data science is important in today’s world.

• twitter
• github
• linkedin-square

Thoughts

Welcome to my Thoughts page, where I explore the dynamic intersections of my professional journey. Here, I share reflections on attending conferences, maintaining work-life balance, and the challenging transition from academia to industry. You’ll also find my evaluations of Data Science bootcamps and courses, along with insights into the latest state-of-the-art (SOTA) deep learning trends. Drawing from my PhD experience and ongoing career, these articles offer a candid look at the evolving landscape of data science and the realities of working at the cutting edge of technology.

Works

Welcome to my Works portfolio. Here, you'll find my PhD research on cancer computational biology, focusing on dimension reduction with ICA, alongside my NLP and model explainability (SHAP) projects from my consulting experience. Also featured are the NLP (NER), Deep Learning projects I completed at the French Supreme Court, and my recent work in Computer Vision and Generative AI. This portfolio reflects my ability to solve complex challenges and drive innovation across diverse fields and application of Deep Learning algorithms in industry.

Recent posts

Explore my latest highlights, featuring standout projects and insights on the transition from academia to industry & life of Data Scientist / Deep learning engineer. Whether it’s hands-on work or reflections from the field, these featured posts capture the key moments of my data science journey.

• How to choose the best image embeddings for your e-commerce business ?

  
  Discover how to select the right image embeddings strategy — pre-trained, fine-tuned, or top-tuned — to...

• GenAI Workshop - Insights on implementing RAG in production environments

  
  My experience with Generative AI and Retrieval-Augmented Generation through a hands-on workshop.

• Deep Dive in PaddleOCR inference

  
  Discover the complexities of using PaddleOCR as a Text in Image service and how the Cognition...

• Named Entity Recognition Tool by Cour de Cassation

  
  Description of pseudonymisation for Open Data of French Supreme Court decisions

• Push the limits of machine learning explainability

  
  an ultimate guide to SHAP library

• Mastering Named Entity Recognition (NER) in Data Science

  
  Extracting Keywords from Medium Articles Using SpaCy

Thanks for visiting, dear Data Science Lover !

Feel free to get in touch and talk about how deep learning can help your business or solve your problem. Let's connect!