Prerequisites: Members must have their own laptop and a Google account. To be eligible, members should have one of the below qualifications: - Passing AP Computer Science A - USACO Silver or higher - Codeforces Elo 1450 after 1 contest - Programming experience of at least 1 year (any language) and passing a qualifying test (email email@example.com for a qualifying test. Activity Organizer: Ms. Flood Email: firstname.lastname@example.org Dates: 1st and 3rd Wednesday of each month Time: 4:00 PM–5:30 PM Grades: 8–12 Cost: $150 Description: The Machine Learning Circle club is being offered to build a community of machine learning enthusiasts and researchers at BISV. It provides club members with an ability to train on trademark datasets (MNIST, CIFAR10) using common industrial implementations and models (k-nearest neighbors, convolutional neural networks, recurrent neural networks) to become competent future data scientists. Contents Covered in the Club: - Linear Algebra Fundamentals (Vector Algebra, One-Hot Encoding) - Python Fundamentals and Libraries (ScikitLearn, Keras,Tensorflow, PyTorch) - K -Nearest Neighbor machine learning model - Loss Minimization and Model Optimization (Hinge Loss, Cross Entropy, Regressions) - Feed-Forward Neural Networks and Activation Functions (relu, softmax, and sigmoid) - Convolutional Neural Networks and Optimizations - Recurrent Neural Networks - Club will culminate with ML-based individual projects.