2024 AI Wrokshop @ NTUE
Course Content

Dive into the world of artificial intelligence and machine learning! This intensive, hands-on workshop is designed to equip you with the essential skills to harness the power of data and build intelligent systems. Gain practical experience with real-world datasets and industry-standard tools. Enhance your skillset and open doors to exciting career opportunities in AI and data science. Anyone interested in leveraging AI to solve real-world problems. Don't miss this opportunity to unlock the potential of AI! Register now and embark on a transformative learning journey.

Workshop Intro.

01 :: Workshop Introduction

Contents: (1) About CCH (2) Foundation of Artificial Intelligence (3) Machine Learning Algorithm (Part I) (4) Machine Learning Algorithm (Part II) + Explainable AI (5) Further Learning Materials

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Foundation of Artificial Intelligence

02 :: Introduction to Artificial Intelligence

Contents: (1) What is artificial intelligence? (2) How does artificial intelligence change our daily life? (3) The opportunities and dilemmas of artificial intelligence (4) Data processing and cleaning (5) Labeling (6) Basic Programming (Pandas & Numpy & Matplotlib) (7) System and environment settings for developers

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Machine Learning for Presidental Election Prediction

03 :: Introduction to Google Colab

Contents: (1) Objectives (2) Data Collection (3) Mindset in Data Preprocessing (4) Data Preprocessing (Cleaning) (5) Data Integration (6) Summary

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Machine Learning Algorithm

04 :: Machine Learning Algorithm

Content: (1) Concept of Classification (2) Evaluation Metrics (3) Model Optimization (4) Overfitting vs Underfitting (5) Bagging (6) Boosting (7) K-Nearest Neighbors (8) Decision Tree (9) Random Forest (10) AdaBoost (11) Gradient Boost (12) XGBoost (13) LightGBM (14) CatBoost (15) Naive Bayes (16) Linear SVM (17) Remarks

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