RoadMap

• Database & SQL
• Tabular data & Traditional ML
• Datathon
• timeseries (stock prediction)
• Tensorflow Basics
• CV(Object Detection & Transferlearning)
• NLP Basics(Sentiment Analysis, Chatbot)
• NLP application(KoGPT : SFT, RM, PPO)
• Recommendation & Streamlit
• Mlops preview
• Final Project(with Donyang Systems)

Interesting Projects

Building Toy KoChatGPT using RHLF (0328)

|

• backbone : KoGPT-2
• Supervised Finetuning with kogpt-2 generated instruction dataset
• Make Reward Model with chatGPT, davinch, ada(good, bad, worst)
• Porximal Policy Optimization
• Reference : https://www.youtube.com/live/Iq8erq62s8c?si=wAIWcidtVbMi2-a2

Recommendation with DL (0404_rec)

|

• Data : MovieLens1M
• Model : AutoInt+
• Visualization : Streamlit
• Tensorflow, python, pandas