Big data and machine intelligence
The Chinese version is here.
| University Calendar Week | Date | Content | Keywords/Overview | Practice | Notes |
|---|---|---|---|---|---|
| Week 00 | 2023-09-12 | 2023 Autumn-Big Data Intelligence-Course Preparation | Establish a WeChat group, course introduction | Github course project, course environment |
| University Calendar Week | Date | Content | Keywords/Overview | Practice | Notes |
|---|---|---|---|---|---|
| Week 01 | 2023-09-19 | 2023 Autumn-Big Data Intelligence-First Lesson-Teaching Plan | Markdown, Git/Numpy / Pandas/ | Markdown/ Git/Python Exercises | Coursework 1 |
| University Calendar Week | Date | Content | Keywords/Overview | Practice | Notes |
|---|---|---|---|---|---|
| Week 02 | 2023-09-26 | 2023 Autumn-Big Data Intelligence-Second Lesson-Teaching Plan | Python language basics, Python programming, Python library introduction , Machine Learning: Basic Concepts and Terminology | scikit-learn Supervised Learning | |
| Week 03 | 2023-10-03 | National Day | Holiday, classes suspended | ||
| Week 04 | 2023-10-10 | 2023 Autumn-Big Data Intelligence-Third Lesson-Teaching Plan | Machine Learning: scikit-learn | scikit-learn Unsupervised Learning | Coursework 3-Systems |
| University Calendar Week | Date | Content | Keywords/Overview | Practice | Notes |
|---|---|---|---|---|---|
| Week 05 | 2023-10-17 | 2023 Autumn-Big Data Intelligence - Fourth Lesson-Teaching Plan | Machine Intelligence: Deep Learning 1-2 Artificial Neurons , Logistic Regression | TensorFlow2 Playground | |
| Week 06 | 2023-10-24 | 2023 Autumn-Big Data Intelligence - Fifth Lesson - Teaching Plan | Machine Intelligence: Deep Learning 3-Multilayer Network | TensorFlow2 basics: population, tensor, variable, automatic differentiation | Course Assignment 4-Machine Intelligence |
| Week 07 | 2023-10-31 | 2023 Autumn-Big Data Intelligence-Sixth Lesson-Teaching Plan | Machine Intelligence: Deep Learning 4-5 Network Structure and Convolutional network | TensorFlow2 advanced in-depth: modules, layers and models, calculation graphs, training processes, tf.data data pipeline |
| University Calendar Week | Date | Content | Keywords/Overview | Practice | Notes |
|---|---|---|---|---|---|
| Week 08 | 2023-11-07 | 2023 Autumn-Big Data Intelligence-Seventh Lesson-Teaching Plan | Machine Intelligence: Deep Learning 6 Recurrent Network | Keras2 Basics : Overall, sequential model, layer and model, model saving and loading, Keras2-CNN image classification (flower data set) | Course homework 6. Group into teams and determine the topic |
| Week 09 | 2023-11-14 | 2023 Autumn-Big Data Intelligence-Eighth Lesson-Teaching Plan | Machine Intelligence: Deep Learning 6 Recurrent Network | Keras Loop Network, word embedding | sklearn big homework review |
| Week 10 | 2023-11-21 | 2023 Autumn-Big Data Intelligence-Lesson 9-Teaching Plan | Machine Intelligence: Deep Learning Application-1 Audio/ | Keras -RNN, RNN continued | Coursework - Review |
| University Calendar Week | Date | Content | Keywords/Overview | Practice | Notes |
|---|---|---|---|---|---|
| Week 11 | 2023-11-28 | 2023 Autumn-Big Data Intelligence-Tenth Lesson-Teaching Plan | Machine Intelligence: Deep Learning Application-2 CV NLP | Coursework Assignment-Group into groups and determine the topic | Coursework Assignment 4-Review |
| Week 12 | 2023-12-5 | 2023 Autumn-Big Data Intelligence-Lesson 11-Teaching Plan | Special Invited Report Machine Intelligence: Deep Learning Application-3 | ( Course Ending Arrangement)NLP |
| University Calendar Week | Date | Content | Keywords/Overview | Practice | Notes |
|---|---|---|---|---|---|
| Week 13 | 2023-12-12 | 2023 Autumn-Big Data Intelligence-Lesson 11-Teaching Plan | Special Invited Report Machine Intelligence: Deep Learning Application-3 | ( Course Ending Arrangement)NLP | |
| Week 14 | 2023-12-19 | Fall 2023-Big Data Intelligence-Lesson 13-Teaching Plan | tutor | Course Project Prepare | Tentative |
| Week 15 | 2023-12-26 | Fall 2023-Big Data Intelligence-Lesson 14-Teaching Plan | Final Report | Course Final Report | Tentative |
| University Calendar Week | Publication Date | Deadline | Content | Keywords/Overview | Practice | Notes | Responsible Teaching Assistant |
|---|---|---|---|---|---|---|---|
| Week 03 | 2023-9-31 | University Calendar Week 7 | Course-Project 3 | Financial Data Analysis | Implementation | Week 7 Check, 8th Weekly Review | Assistant Professor Zheng, Teacher Guo, |
| Week 05 | 2023-10-14 | University Calendar Week 12 | Course-Project 4 | Build and train network models | TensorFlow2 Practice | Week 10 Inspection, Week 11 Review | Assistant Teacher Zheng, Teacher Chen |
| Week 06 | 2023-10-21 | Week 15 of the University calendar | Course-Project 6 | Free topic exolorer | Topic | Start the grouping in the 5th week, complete the grouping in the 6th week, and check in the 12th week | All |
| Week 08 | 2023-11-04 | Week 15 of the University calendar | AI Quantitative Model Competition | competation | Invitational | Start the grouping in the 8th week, complete the grouping in the 10th week, and report the 15th week | All |