graph machine-learning data-science python

Let's build the intuition on why and what of Graph Neural Networks (GNN) by discussing one of the groundbreaking works in the domain â€” DeepWalk. We will connect this with word2vec and conclude by experimenting with existing implementation on a graph.

optimization machine-learning data-science python

Letâ€™s go through some of the basic algorithms to solve complex decision-making problems influenced by multiple criteria. We will discuss why we need such techniques and explore available algorithms in the cool skcriteria python package

math machine-learning data-science python

A comprehensive but simple guide which focus more on the idea behind the formula rather than the math itself â€” start building the block with expectation, mean, variance to finally understand the large picture i.e. co-variance

interaction doc reinforcement-learning p5

The best way to learn about Q tablesâ€¦

graphics math p5

A intuitive hands-on session on a visual arts sketchbook software by drawing the curves that puts life into animations!

math

Understand the famous mathematical property which acted as bane for several complex real life problems and still kicks a punch here and there.

programming math python

Understand the intuition behind the technique which solves miniature dependent problems to finally explain the problem in question.

acoustics data-analysis python

Accurately identifying the occurrence of acoustic signatures, like birds chipping, human speaking, etc., from large audio files.

data-science python

A basic introduction to most famous and widely used, and still least understood algorithms for string similarity.

Getting one step closer to the evolutionary biological process, to infer how the natural phenomenon can be employed to solve complex computer science problems

A little in-depth intuition behind solving any system of equations by plotting and finding the solution space.

From a brief overview to full implementation on a use case, lets try to understand the need, means and deeds of the classical approach.

chatbot ai python

Get your hands dirty by creating a fully functional AI Chatbot

forecasting math

Predicting the future based on historical information

reinforcement-learning math python

Let make the problem a little bit moreâ€¦.complex!

Lets talk about the classical reinforcement learning problem which paved the way for delayed reward learning with balance between exploration and exploitation.

bitcoin economy

A brief history lesson of money and the basics of bitcoin.

computer-vision python

Let's fool the machine

Introduction to Q learning which is used by AI Agents to predict best next move.