Kaggle Mini Courses - Intro to Machine Learning
Join us for our 4th adventure on our journey to deep learning and data science in general 🎉 We are also sharing with our community our upcoming adventures! We are refreshing our toolkit with some traditional tools like data visualization, machine learning, SQL and as always, deep learning. We are taking the Kaggle Mini Courses as a group so join us, study ahead and volunteer to lead a session! https://www.kaggle.com/learn/overview The courses are free, and you can now earn certificates. This will be our 2nd session in a series of them. Just bring your curiosity and get ready to meet our growing community 😀 Agenda: - Introductions and get to know our community - Deep Learning Adventures - Coding Presentation: We will be following the course material and exercises at: https://www.kaggle.com/learn/intro-to-machine-learning 1 How Models Work The first step if you're new to machine learning 2 Basic Data Exploration Load and understand your data 3 Your First Machine Learning Model Building your first model. Hurray! 4 Model Validation Measure the performance of your model ? so you can test and compare alternatives 5 Underfitting and Overfitting Fine-tune your model for better performance. 6 Random Forests Using a more sophisticated machine learning algorithm. 7 Machine Learning Competitions Enter the world of machine learning competitions to keep improving and 8 Intro to AutoML Learn how to use automated machine learning (AutoML) to accelerate your work. 9 Getting Started With Titanic Create your own Kaggle Notebooks to organize your work in competitions. - Deep Learning YouTube playlists, feel free to share and subscribe 😀 Our introductory level adventures in TensorFlow are available at https://bit.ly/deep-learning-tf Our advanced coding sessions in TensorFlow are available at https://bit.ly/deep-learning-tf-coding Our guest speaker sessions are available at https://bit.ly/deep-learning-tf-speakers Our BRAND NEW Kaggle Mini Course sessions are available at http://bit.ly/dla-kaggle-courses - Join us on Slack: https://join.slack.com/t/deeplearninga-nmk8930/shared_invite/zt-i0e31541-LAro4XOdkcSpEi5F461g1A - Spread the word about our meetup 🎉 Source: https://www.kaggle.com/learn/overview https://www.coursera.org/specializations/tensorflow-data-and-deployment https://www.coursera.org/specializations/natural-language-processing https://www.manning.com/books/deep-learning-with-python-second-edition https://play.google.com/store/books/details?id=HnetDwAAQBAJ https://www.tensorflow.org/tutorials https://www.deeplearningbook.org
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