Ronny Schneeberger
here are some of my latest projects (click to reveal more)
Experience
Data Scientist at VGT
From July 2023 until now
Development of an Energy Management System (EMS) utilizing Artificial Intelligence. The EMS considers balancing energy, peak load, weather data, consumption forecasts and dynamic tariffs.
Simulation of a solar energy exchange in Switzerland stabilizing costs for energy providers and producers.
Developing ChatBots for energy providers using Large-Language-Models (LLMs).
Technologies: Python, PyTorch, Pulp, Transformers, Flask, Docker, Bash.
Freelance Software Developer
From January 2022 until now
Developing various software projects similar to Algovision.
Creating and maintaining websites.
Technologies: Python, Angular, C++, Flask, HTML, CSS, JS, OpenCV, Wordpress.
Data Analyst at Johnson & Johnson
From January 2021 until December 2022
Weekly analysis of production and shipment data.
Development of a dashboard visualizing the supply chain and flow of goods between two companies.
Technologies: Python, SAP, PowerBI, Tableau, SQL.
Skills
Deep Learning with PyTorch, Transformers, Sci-Kit Learn
Developing, training, and maintaining all kinds of Machine Learning and Deep Learning models. Expertise in utilizing frameworks such as PyTorch for building neural networks, implementing Transformers for state-of-the-art NLP tasks, and leveraging Sci-Kit Learn for traditional machine learning algorithms. Proficient in model evaluation, hyperparameter tuning, and deploying models into production environments to solve real-world problems.
Simulations & Optimization Algorithms with Pulp
Building simulation and optimization applications for various problems. Experienced in formulating and solving Linear Programming (LP) and Mixed-Integer Linear Programming (MILP) models using Pulp. Capable of designing complex optimization workflows to improve decision-making processes in logistics, supply chain management, and resource allocation. Proficient in analyzing and interpreting the results to provide actionable insights and recommendations.
Exploratory Data Analysis and Statistics
Analyzing large quantities of data to uncover patterns, detect outliers, and identify causal relationships. Skilled in using libraries like pandas and dask for efficient data manipulation and processing. Expertise in statistical analysis, including hypothesis testing, regression analysis, and time series analysis. Adept at visualizing data insights through various plotting libraries to communicate findings effectively to stakeholders.
Web Development
Developing front-end and back-end of websites using a variety of technologies such as Flask, Angular, Django, HTML, CSS, JavaScript, and TypeScript. Experienced in designing responsive and user-friendly interfaces, as well as implementing robust server-side logic and database management. Proficient in integrating APIs, ensuring website security, and optimizing web applications for performance and scalability. Additionally, skilled in using Docker for containerization, enabling consistent development environments and seamless deployment processes.
3D-Modelling with CAD
Development of complex 3D models and creating technical drawings according to industry standards. Familiar with CAD software such as Creo Parametrics, Fusion 360, Onshape, and Blender. Capable of producing detailed and precise models for manufacturing, prototyping, and design purposes.
Education
Bachelor of Science in Data Science
From September 2023 to May 2024.
Comprehensive coursework in machine learning, data mining, statistical analysis, and big data technologies. Developed projects involving predictive modeling, data visualization, and algorithm development using Python and R. Gained practical experience through projects and collaborative research initiatives.
Technical General Qualification for University
From August 2015 to August 2019
Focused on foundational subjects including advanced mathematics, physics, and computer science. Acquired strong analytical and problem-solving skills, and engaged in various technical projects and extracurricular activities that fostered a deep understanding of engineering principles.
Apprenticeship Design Engineer
From August 2015 to August 2019
Completed hands-on training in CAD software, technical drawing, and product design. Worked on real-world engineering projects, collaborating with experienced engineers to develop innovative solutions. Gained expertise in material science, manufacturing processes, and quality control.
personal:
In my free time, I find joy in a variety of activities that keep me active and engaged. I love experimenting in the kitchen, creating delicious meals, and perfecting my barista skills with my espresso machine. Outdoors, I thrive on adventure, whether it's skitouring, running, cycling, bouldering, or mountain biking. Hiking in nature also brings me peace and a sense of accomplishment. Additionally, I express my creativity through photography, capturing the beauty of my surroundings. These hobbies not only keep me fit but also provide a perfect balance of excitement, relaxation, and creative fulfillment in my private life.