Giters

dingusagar / Advanced-CS-Materials

A curation of posts, videos etc that aims to shift you from programmer-who-knows-stuffs to programmer-who-knows-stuffs-in-depth

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

Advanced-CS-Materials

A curation of posts, videos etc that aims to shift us from a programmer-who-knows-stuffs to programmer-who-really-knows-stuffs-in-depth. Feel free to raise a PR to include something you think can be a good addition to this list. This can include anything that is not trival to an average programmer.

Format for consistency

SUBTOPIC
TITLE WITH HYPERLINK : SHORT POINTS ABOUT THE CONTENTS.

Programming Language Internals

  1. Inside the Java Virtual Machine : JVM internals, how object references are managed, heap,stack and method area, garbage collection.

Data Analytics

  1. Pivot and Pivot_tables in Pandas : pivot tables for slicing and aggregating pandas dataframe
  2. Introduction to Geospatial Data Analysis with Python | SciPy 2018 Tutorial | Serge Rey : geopandas, points, polygons, geospacial relationships, regression with spacial features.

Deep Learning Software Stuffs

  1. PyTorch Autograd Explained - In-depth Tutorial : explains how forward and backward graph is build internally for computing gradients.
  2. MLOps Hands-on

Deep Learning Theory Stuffs

  1. KL Divergence : to measure the distance between probablity distributions.

About

A curation of posts, videos etc that aims to shift you from programmer-who-knows-stuffs to programmer-who-knows-stuffs-in-depth