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Is there such a set of methodologies for data science and machine learning? YES! This talk will walk you through a high-level coverage of these methods and learn how to automate a supervised machine-learning pipeline. About the presenters: Thom Ives founded Integrated Machine Learning & AI, which is a very large group of data scientists who seek to grow and learn MORE TOGETHER. He is a leading data scientist and has developed a wide range of analytical models using multi-physics, data, and experiments. While Thom loves predictive modeling, his real passion for the data science space is making sure that data is clean from collection to storage for achieving the greatest overall return on data for all from retrieval. Thom is married and has 9 kids = 4 bios + 5 internationally adopted. He also has an awesome son-in-law that he is close to, AND he also regularly adopts amazing people from around the world! He lives in Eagle, Idaho, USA. Ghaith Sankari has an AI bachelor's degree from the University of Aleppo, and he is the founder of AI-HUT (Dubai, UAE). He is also a mentor in AI4Medicine Specialisation. Table of Contents: 0:00 – Introduction 2:50 – The highest level 9:26 – Supervised machine learning essence 12:21 – Features - Missing values 13:45 – Features - Data cleaning perception Vs reality 17:36 – Features - Encoding 22:26 – Features - Normalize 32:13 – Correlation - Methods 39:29 – Engineering features 50:02 – Human oversight 50:28 – Complete pipeline For further tutorials on the fundamentals of machine learning, check out this exclusive playlist: • Fundamentals of Machine Learning -- At Data Science Dojo, we believe data science is for everyone. Our data science trainings have been attended by more than 10,000 employees from over 2,500 companies globally, including many leaders in tech like Microsoft, Google, and Facebook. For more information please visit: https://hubs.la/Q01Z-13k0 💼 Learn to build LLM-powered apps in just 40 hours with our Large Language Models bootcamp: https://hubs.la/Q01ZZGL-0 💼 Get started in the world of data with our top-rated data science bootcamp: https://hubs.la/Q01ZZDpt0 💼 Master Python for data science, analytics, machine learning, and data engineering: https://hubs.la/Q01ZZD-s0 💼 Explore, analyze, and visualize your data with Power BI desktop: https://hubs.la/Q01ZZF8B0 -- Unleash your data science potential for FREE! Dive into our tutorials, events & courses today! 📚 Learn the essentials of data science and analytics with our data science tutorials: https://hubs.la/Q01ZZJJK0 📚 Stay ahead of the curve with the latest data science content, subscribe to our newsletter now: https://hubs.la/Q01ZZBy10 📚 Connect with other data scientists and AI professionals at our community events: https://hubs.la/Q01ZZLd80 📚 Checkout our free data science courses: https://hubs.la/Q01ZZMcm0 📚 Get your daily dose of data science with our trending blogs: https://hubs.la/Q01ZZMWl0 -- 📱 Social media links Connect with us: / data-science-dojo Follow us: / datasciencedojo Keep up with us: / data_science_dojo Like us: / datasciencedojo Find us: https://www.threads.net/@data_science... -- Also, join our communities: LinkedIn: / 13601597 Twitter: / 1677363761399865344 Facebook: / aiandmachinelearningforeveryone Vimeo: https://vimeo.com/datasciencedojo Discord: / discord _ Want to share your data science knowledge? Boost your profile and share your knowledge with our community: https://hubs.la/Q01ZZNCn0 #machinelearning #machinelearningpipeline #datascience