Taipei Tech EE Artificial Intelligence (臺北科技大學電子系人工智慧)

Artificial Intelligence 人工智慧

Taipei Tech EE AI 112 Videos 半小時學AI 111影片

	Topic	Learning Objectives	Slides	Code
	Course Requirements	Kaggle homework (45%) Midterm (20%) Final project (20%) Quizzes (10%) Attendance & Bonus (5%)	pdf
	Textbooks & References	Ian H. Witten & Eibe Frank, Data Mining, 2nd edition, 2005 Seth Weidman, Deep Learning from Scratch, O'REILLY, 2019 François Chollet, Deep Learning with Python, 2nd edition, 2021 機器學習工程師面試全破解：嚴選124道AI演算法決勝題完整剖析
1	Past, Present, and Future of AI 人工智慧的前世今生與未來	Brief history of AI and ChatGPT Free your imagination to unleash your potential	pdf
2	Fundamentals of Machine Learning 機器學習之基本原理	Supervised Learning vs. Unsupervised Learning Discrete Data vs. Continous Data Classification and Regression Training & Testing Overfitting and Underfitting	pdf	classifiers
3	Model Evaluation 評估模型的好壞	Confusion Matrix False Positive and False Negative Accuracy vs. Precision ROC Curve vs. PR curve
3	TensorFlow & Keras 深度學習開發框架簡介	Keras & TensorFlow Google Colab Loss functions Optimizer Batch & Epoch	pdf	IMDB_review financial_news house_pricing
4	Applied Math 機器學習中的應用數學	Linear Algebra Scalar, vector, matrix, tensor Matrix multiplication Dot product and outer product Lp norm	pdf
		Probability Mutually exclusive & independence Conditional Probability & Bayes Theorem Naive Bayes classifier	pdf
		Calculus & Optimization Derivative (Change Rate) Chain Rule Gradient-based Optimization	pdf
5	Unsupervised Learning 非監督式學習	k-means Gaussian Mixtures Self Organizing Map PCA, LDA Word Embedding, Autoencoder	pdf
5	Self-supervised Learning 自我監督式學習
6	Decision Trees 決策樹	Classification and Regression Tree (CART) ID3, C4.5, C5.0 AdaBoost Random Forest, XGBoost		pdf
7	Data Mining 資料探勘	Association Rule Mining Apriori Algorithm Freqency Pattern Tree
8	Computer Vision & Convolutional Neural Networks (CNNs) 電腦視覺與捲積神經網路	Corner detector, SIFT, HOG, Optical Flow AdaBoost and Face detection Convolution Operation Max pooling AlexNet, ResNet, Swin Transformer	pdf
	Mock Exam 期中考模擬考題		pdf
9	Object Detection and Image Segmentation	Region Proposal & RCNN YOLO v1 - v8 SSD, FPN, Retina Net, EfficientDet U-Net, Mask RCNN	pdf	Run YOLOv4
10	Natural Language Processing (NLP) 自然語言處理	word2vec (Word Embedding) N-gram & Skip-gram Model GloVe	pdf
11	Attention & Transformer	Attention is All You Need Self-attention Transformer	pdf
11	Modern NLP Models	Bidirectional Encoder Representations from Transformers (BERT) Generative Pre-trained Transformers (GPT) Embeddings from Language Models (ELMo)	pdf
12	RNN & LSTM 遞迴式神經網路	Recurrent Neural Network (RNN) Long Short-Term Memory (LSTM) Gated Recurrent Unit (GRU) 1-D CNN	pdf
12	Stock Prediction	Trading System: Entry, Exit, Stop Max Draw Down (MDD)	pdf
13	Generative Deep Learning (生成式深度學習)	Generating Text using LSTM Neural Style Transfer Variational Auto Encoder (VAE)	pdf
13	Generative Adversarial Networks (GANs) AI藝術大師 - 生成對抗網路	Generative Adversarial Networks Conditional GAN CycleGAN GauGAN, Adversarial Attack	pdf
14	Stable Diffusion	Midjourney, DALL-E, Stable Diffusion ControlNet
15	Deep Reinforcement Learning (DRL) 擊敗棋王 - 深度強化學習	Agent, State, Reward, Environment Markov Decision Process (MDP) Deep Q Learning Alpha Zero	pdf
16	Deep Learning on Graphs 深度學習與圖論	Graphs and Networks Vertices, Edges, Degree Deep Random Walk Graph Convolutions	pdf
	AI Cloud Service 雲端AI訓練服務	Microsoft Azure and customvision.ai Google's Teachable Machine Google AutoML