analytics-club-iitm/weekly-sessions

Analytics-weekly-sessions

Weekly sessions for anyone to get started with Data Science.

• Getting started ( Basic setup and What is Python )
• Introduction to Python and How Python allocates memory.
• Numpy and Matplotlib + bonus ( some detailed visualisation )
• Pandas
• Interesting stuff
• Visualization Challenge
• An Introduction to ML and What are the different buzz words we hear about every day
• Linear regression and implementing one from scratch
• Implementing Polynomial regression from scratch + Overfitting & Underfitting
• Logistic regression and implementing one from scratch
• Naive Bayes Classifier
• Linear Discriminant Analysis
• Principal Component Analysis
• Decision Trees and their Ensembles
• K Nearest Neighbours
• Neural Nets

---

Contributions from the Community

• Introduction to PyCaret-AutoML
• Image Captioning
• Face Generation using GANS
• Random Projection Nueral Networks

You can check out these personal blogs which are quite frequently updated as well.

• Mohammad Aaftab V
• Nishant Prabhu
• Vasudev Gupta

---

Guys this repo is going to be constantly updated weekly with new content. We will also be having excercises for everyone to work on. So please make sure to check it out.

---

GIT Setup and references

• Setting up Git on Linux and Windows link
• Git command line tutorial link
• Some references and videos detailed tutorial, videos, documentation
• Illustration showing how to submit a task link

---

Note:

For the case of these tasks I suggest everyone to please fork this repository to your personal GitHub page and create a python file on the corresponding folder to solve the corresponding tasks for that day. Once done, please add the files on to your forked repository and make a pull request.

We will be going through all your codes and we will be checking them out. Once everyone puts their codes, we will be choosing the best one and merging the code to the main repository here.

We encourage you to do this as this will give you an understanding of GitHub as it very important and necessary. Next you will also be able to see everyones codes by clicking on the pull requests tab of this repo and we will ensure to reply and suggest improvements for everyone.

Please do make best use of this opportunity and feel free to communicate with us.

---

Also all the highlighted blue text you see are links please make sure to click them. NOT THIS ONE ¯_(ツ)_/¯

---

Also please feel free to post your issues and queries on the issues tab on this repo. We would also love to hear your feedback or suggestions and please let us know in case you want specific content.

---

Please do share you suggestions and feedback regarding what you would like to see in these sessions in this google form.

weekly-sessions's Issues

dailynote

Doubt regarding the installation.

Can i continue the setup in Kali Linux or is it necessary to get UBUNTU. I don't want to use anaconda on windows.

Can't open pdf file in Day-1

Forking of the repo

do we have to fork the repo every day to get the repo updated?

Regarding retrieval of lost cloned directory along with modified things (directories and files in it)

Hi there,
I have my doubt related to github. I few months back cloned a directory from github and I am working in it. But somehow I was however not intented to delete it, by mistake deleted th edirectory. Is there any way (how should I properly checkout whole directory) so that I can get the directory along with changes made in it. Thanks in advance...for your valuable suggestion.