SKT_FLY_AI_Challenger4

SKT FLY AI Challenger 4th Member, 20231218-20240229

Curriculum & Schedule

Day 1~2 : BigData with Python

• Day01_20231218 : Python Basic
• Day02_20231219 : Visualiation(matplotlib, seaborn, folium), Crawling

Day 3~5 : Workshop

Day 6 : BigData with Python

• Day06_20231226 : WordCloud, Crawling, Text Processing

Day 7~9 : AI Programming

• Day07_20231227 : Scaling, Support Vector Machine, MLP
• Day08_20231228 : Decision Tree, Ensemble, MLP
• Day09_20231229 : CNN, Transfer Learning

Day 10~11 : ML Framework with Python

• Day10_20240102 : RNN, Dacon practice
• Day11_20240103 : LSTM, Word2Vec, Dacon practice

Day 12~13 : DevOps Practice

• Day12_20240104 : DevOps, Hyper-V, Git
• Day13_20240105 : MLOps, Ubuntu

Day 14~15 : Reinforcement Learning

• Day14_20240108 : Markov Decision, Monte Carlo
• Day15_20240109 : Temporal-Difference, Deep Q-Learning

Day 16 : AI Hackathon & Mentoring

Day 17~18 : Container Infra

• Day17_20240111 : Azure, Docker
• Day18_20240112 : Kubernetes

Day 19~23 : Cloud Service

• Day19_20240115 :
• Day20_20240116 : Azure Load Balancer(L4)
• Day21_20240117 : Azure Application Gateway(L7), VMSS, WebApp
• Day22_20240118 : Deployment Slots, ACI(Azure Container Instance), ACR(Azure Container Registry), Azure Cosmos DB SQL API
• Day23_20240119 : Azure Cosmos DB for MongoDB, Azure DB for MySQL, Azure Machine Learning Studio(TTS, STT, Translator)

Day 24~26 : AI Convergence Programming

• Day24_20240122 : Pytorch Basic
• Day25_20240123 : Image Classification(LeNet ~ ResNet), Object Detection(R-CNN)
• Day26_20240124 : NLP(Embedding, Word2Vec, Transformer)

Day 26~28 : OpenCV Programming

• Day26_20240124 : OpenCV (1) - OpenCV Basic, Window Control, Event control, Drawing
• Day27_20240125 : OpenCV (2) - Picture Element Processing, Image to Text, Tesseract
• Day28_20240126 : OpenCV (3) - Blurring, Sharpening, Canny Edge, Interpolation, Transform(Affine, Perspective Projection)

Day 29~30 : AI Modeling

• Day29_20240129 : Streamlit, Making ChatBot by using ChatGPT_API
• Day30_20240130 :

Day 31~33 : ChatBot Programming

• Day31_20240131 : Tokenizing, Word2Vec,
• Day32_20240201 : NER using Bidirectional LSTM,
• Day33_20240202 : ChatBot Engine