DataPublic.org Summer class in 2021 |
Time: Every Saturday 8:05-9:30 PM
Date: From June 19 - August 28, 2021
1. Setup software environement Ubuntu, python3 | 2. What's AI machine learning, CNN and DL Examples of ML | 3. Solve questions of math Demo math solver in high school method, dataset, models, hyperparaemeters, performances | Methodology Measuring Mathematical Problem Solving With the MATH Dataset More references | generator MIT Researchers use OpenAI Codex to Build an An ML-based Mathematics Problem-generator | Datasets MATH, AMPS More Datasets | Models Autoregressive language models, namely GPT-2 (Radford et al., 2016) and GPT-3 (Brown et al., 2020) More models | 4. Solve questions of English Demo English reading comprehension method, dataset, models, hyperparaemeters, performances | Methodology Dual Ask-Answer Network for Machine Reading Comprehension More references | Datasets SQuAD, MSMARCO, WikiQA, TriviaQA More Datasets | Models DAANET, Dual Ask-Answer Network, a two-way neural sequence transduction model More models | 5. Understand OpenAI GPT-3 Best AI model until now demo, projects |