Calendar
Week 1 - Introduction to Machine Learning
- July 14
- July 15
- LectureCircuits
- ReadingBackprop Explainer
- DemoC. elegans Neural Interactome
- ReadingCalculus on Computational Graphs: Backpropagation
- DemoThe NAND Game
- ReadingThe NAND Game Solutions
- DemoC. elegans Neural Interactome
- July 16
- LectureLesson Plan Brainstorming
- DataNYC OpenData
- DataNYC TMC
- DataUltralytics Datasets
- DataHuggingFace Datasets
- DataNYC TMC
- July 17
- LectureMachine Learning
- HandoutConcepts in Deep Learning
- ReadingOverview of Machine Learning Algorithms
- ReadingOverview of Machine Learning Tasks
- ReadingModel Evaluation: Training, Validation and Testing
- ReadingOverview of Machine Learning Algorithms
- LectureComputer Vision
- HandoutIntroduction to Convolutional Neural Networks
- DemoMNIST Fully Connected Network
- DemoMNIST Convolutional Neural Network
- ReadingConvolutional Neural Networks Explained
- DemoMNIST Fully Connected Network
Week 2 - Experiments for Students
- July 21
- LectureComputer Vision
- HandoutIntroduction to Object Tracking
- DemoMNIST Fully Connected Network
- DemoMNIST Convolutional Neural Network
- DemoMNIST Fully Connected Network
- July 22
- LectureLanguage Models
- ReadingAn Introduction to Language Models
- LectureBrief History of AI
- ReadingHistory of AI
- LectureDatasets and Demos
- DemoEmbedding Projector
- DataNYC Vital Parks Data
- DataCiti Bike Trip Data
- DemoImage-to-3D
- DataNYC Vital Parks Data
- July 23
- LectureObject Detection
- DemoCVAT Tutorial
- DemoGoogle Colab Tutorial
- DemoTraining a YOLOv8 Model for Object Detection
- DemoGoogle Colab Tutorial