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Prescriptive Analytics in the Python Ecosystem with Gurobi [PyCon DE & PyData Berlin 2024]

🔊 Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024 https://2024.pycon.de/program/KCYDM9/ 🎓 Watch as Dr. Robert Luce introduces you to the world of prescriptive analytics with Gurobi in Python, enhancing your optimization workflows with mathematical models and data structures. Speakers: Robert Luce Description: Dr. Robert Luce, a Principal Developer at Gurobi, a prescriptive analytics technology, presented a talk on integrating Gurobi and prescriptive analytics into the Python ecosystem. The session showcased model-building patterns using NumPy and SciPy.sparse data structures, and highlighted leveraging indexed DataFrames and Series in pandas for mathematical model creation. Dr. Luce also explained how to utilize trained regressors from scikit-learn as constraints in optimization models. Gurobi, powered by mixed-integer optimization, allows for optimal decision-making based on real-world variables and constraints, enabling embedded decision intelligence in various applications across industries. By attending the talk, participants learned how to enhance their workflows through the world of optimization with Gurobi. ⭐️ About PyCon DE & PyData Berlin: The PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide. Follow us: • LinkedIn:   / 28908640   • X: https://www.x.com/pyconde • X: https://www.x.com/pydataberlin Links: • Conference website: http://pycon.de • Related sessions: http://2024.pycon.de/program/categori... The conference is organized by • Python Softwareverband e.V.: http://pysv.org • NumFOCUS Inc.: http://numfocus.org • Pioneers Hub gemeinnützige GmbH: http://pioneershub.org If you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions. Share this video with your network to spread the knowledge! Hashtags: #Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community Acknowledgements: Special thanks to all the volunteers and sponsors who made this event possible. About: Python Softwareverband e.V.: PySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community. NumFOCUS Inc. supports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration. Pioneers Hub gemeinnützige GmbH: is a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives. www.pydata.org PyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.