Data Science Course at Dept. of Computer Engineering, Chula 2022

Last update: Nov 27, 2022

Related tags

Miscellaneous 2110446_DataScience_2021s2

Overview

2110446 Data Science Course at Chula 2022

Short links for exercises:

Week1: Intro to Numpy, Pandas

Numpy: https://colab.research.google.com/github/kaopanboonyuen/2110446_DataScience_2021s2/blob/main/code/week1_numpy_pandas/Numpy.ipynb
Pandas: https://colab.research.google.com/github/kaopanboonyuen/2110446_DataScience_2021s2/blob/main/code/week1_numpy_pandas/Pandas.ipynb
Pandas with Youtube stat data: https://colab.research.google.com/github/kaopanboonyuen/2110446_DataScience_2021s2/blob/main/code/week1_numpy_pandas/Pandas_(Data_Set_Trending_YouTube_Video_Statistics).ipynb
(Advanced) Pandas with Youtube stat data: https://colab.research.google.com/github/kaopanboonyuen/2110446_DataScience_2021s2/blob/main/code/week1_numpy_pandas/Advanced_Pandas_(Data_Set_Trending_YouTube_Video_Statistics).ipynb
(Assignment) Pandas with Youtube stat data: https://colab.research.google.com/github/kaopanboonyuen/2110446_DataScience_2021s2/blob/main/code/week1_numpy_pandas/PandasAssignment.ipynb

Week2: Statistical Analysis

Week3: Data Preparation

Week4: Data Analytics: Traditional ML

Week5: Data Analytics: Intro to Deep Learning

Week6: Time series forecasting & Guest speaker (PM2.5)

** Updated python codes/notebooks will be posted here shortly before each lecture.

Owner

Kao Panboonyuen

Hi there. My name is Kao. ~ Teerapong Panboonyuen

Kao Panboonyuen

GitHub Repository

Hoopoe - Get notified of important stuff, right away.

Hoopoe - Get notified of important stuff, right away. Report a Bug · Request a Feature . Ask a Question Table of Contents About Getting Started Prereq

8 Nov 12, 2022

Spartan implementation of H.O.T.T.

Down The Path I was walking down the line, Trying to find some peace of mind. Then I saw you, You were takin' it slow, And walkin' it one step at a ti

25 Aug 05, 2022

MoBioTools A simple yet versatile toolkit to automatically setup quantum mechanics/molecular mechanics

A simple yet versatile toolkit to setup quantum mechanical/molecular mechanical (QM/MM) calculations from molecular dynamics trajectories.

17 Nov 27, 2022

Ghost source since the developer of the project quit due to reasons

👻 Ghost Selfbot The official code for Ghost which was recently discontinued and released to the public. Feel free to use any of the code found in thi

2 Mar 24, 2022

mypy plugin for PynamoDB

pynamodb-mypy A plugin for mypy which gives it deeper understanding of PynamoDB (beyond what's possible through type stubs). Usage Add it to the plugi

1 Oct 21, 2022

Script to automate the scanning of "old printed photos"

photoscanner Script to automate the scanning of "old printed photos" Just run: ./scan_photos.py The script is prepared to be run by fades. Otherw

2 Jan 21, 2022

Demo of patching a python context manager

patch-demo-20211203 demo of patching a python context manager poetry install poetry run python -m my_great_app to run the code poetry run pytest to te

1 Feb 09, 2022

AMTIO aka All My Tools in One

AMTIO AMTIO aka All My Tools In One. I plan to put a bunch of my tools in this one repo since im too lazy to make one big tool. Installation git clone

3 Jul 29, 2021

Install JetBrains Toolbox

ansible-role-jetbrains-toolbox Install JetBrains Toolbox Example Playbook This example is taken from molecule/default/converge.yml and is tested on ea

2 Feb 04, 2022

*考研学习利器，玩电脑控制不住自己时，可以使用该程序定日期锁屏,同时有精美壁纸锁屏显示，也不会枯燥。

LockscreenbyTime_win10 A python program in win10. You can set the time to lock the computer(by setting year, month, day), Fullscreen pictures will sho

4 Jul 10, 2022

A package with multiple bias correction methods for climatic variables, including the QM, DQM, QDM, UQM, and SDM methods

A package with multiple bias correction methods for climatic variables, including the QM, DQM, QDM, UQM, and SDM methods

9 Nov 18, 2022

A collection of tips for using MISP.

MISP Tip of the Week A collection of tips for using MISP. Published via BelgoMISP (todo) and this repository. Available in MD and JSON. Do you want to

52 Jan 07, 2023

Программа для практической работы №12 по дисциплине

Информатика: программа для практической работы №12 Код и блок-схема программы для практической работы №12 по дисциплине "Информатика" (I семестр). Сут

1 Dec 07, 2021

python scripts and other files to generate induction encoder PCBs in Kicad

induction_encoder python scripts and other files to generate induction encoder PCBs in Kicad Targeting the Renesas IPS2200 encoder chips.

8 Feb 16, 2022

Prop-based map editor for the Apex Legends mod, R5Reloaded

R5R Map Editor A tool to build maps out of props in the Apex Legends mod, R5Reloaded Instuctions Install R5R Download this program Get the prop spawne

7 Dec 16, 2022

Find functions without canary check (or similar)

Ghidra Check Protector Which non-trivial functions don't reference the stack canary checker (or other, user-defined function)? Place your cursor to th

3 Jan 17, 2022

Alerts for Western Australian Covid-19 exposure locations via email and Slack

WA Covid Mailer Sends alerts from Healthy WA's Covid19 Exposure Locations via email and slack. Setup Edit the configuration items in wacovidmailer.py

13 Mar 29, 2022

Hopefully it'll become a very annoying desktop pet

AnnoyingPet Basic Tutorial: https://seebass22.github.io/python-desktop-pet-tutorial/ Handling Mouse Input: https://pythonhosted.org/pynput/mouse.html

1 Jun 08, 2022

Read and write life sciences file formats

Python-bioformats is a Python wrapper for Bio-Formats, a standalone Java library for reading and writing life sciences image file formats. Bio-Formats

106 Dec 19, 2022

python scripts - mostly automation scripts

python python scripts - mostly automation scripts You can set your environment in various ways bash #!/bin/bash python - locally on remote host #!/bi

1 Jan 05, 2022