Our world is completely filled with mathematics if we can retrospect this world we can observe that we live in a 3 dimensional space constantly varying with space and time!!

Geometry is the way this world communicates with our eyes and we perceive the things around us in this way.

Linear Algebra can capture the geometric space inside a matrix(Absolutely crazy thing!!)

Linear Algebra is the geometry in deceived form hiding itself in equations and helping us manipulating the space on paper!!

Linear Algebra is a crazy world where we can imagine thousands of dimensions and can manipulate the space itself.

We can play with data by visualising and analysing it and transform data into higher dimensions(data science),classify them and even fit a curve (machine learning) for prediction and with a matrix(weight matrix) can control robots and create artificial intelligence(Deep learning) .

What is linear algebra ?

linear : variables vary in a determined proportions

algebra : A science of solving equations

Vector Space

subspace

span

basis

Linear Independence

Inner Product

Least Square

Linear Transformations

Vector

Matrix

Set of Linear Equations

Row Space

Column Space

Null Space

Left Null Space

Right Null Space

determinant

Eigenvalue

Eigen vector

I was always wondering about the possibility of robots having feelings and emotions and can we program cognitive abilities into a robot that can think and acts like us may be beyond our capabilities.when i have started my masters working in autonomous vehicles and AI,particularly in deep learning and reinforcement learning.

I was really fascinated by the way the neural networks generalise with the hierarchical representation without any features handcrafted using neurons as building blocks which our brain have billions in number.Training an agent using reward theory in reinforcement learning is a basic concept of conditioning in psychology.so, I feel both are very tightly coupled and using the knowledge of both I want to pursue research in this field and create an open source crowd trained robot using nvidia jetson platform which is an ideal choice for deep learning embedded platform and any one can train it to do a task which gets updated to all other robots which become cumulative learning and finally they will cross the intelligence of humans by programming consciousness into them.

I have experience of 2 years in TCS in coding which made me a hardcore programmer and I am currently a research in CEN lab at Amrita university under k.p soman sir where we work at bleeding edge technologies in deep learning, non-linear dynamics, and convex optimization theory.

I want to pursue Ph.D. from a place where I can get

We can use the GPU option also(It uses the Nvidia server class K80 GPU) by

now we will have a small demo to get started with colab

first open the shared google drive link https://drive.google.com/open?id=1xF0pSDPaZDHD1bg0Lt2bo4XaeQgaRpEs

now open the link https://drive.google.com/open?id=1W12U2GsknW8F8BO63kmZ0CpjGw7WIu6T and practice the basic tensorflow commands present in the notebook.

References:

https://www.quora.com/What-advantages-does-Google-Colab-have-over-Jupyter

https://research.google.com/colaboratory/faq.html

inspired from

Special thanks to Vinod Anantoju.

We are living in a completely materialistic world where people are judging each other by their shirt brand,shoes they wear,phone they use.we are loosing our originality,our true self.

why we are using social media?

1. Facebook:It works on basic principle of psychology called “Operant Conditioning” where your are given a reward for doing a certain task and you will repeat the task for the hope of getting the reward again

you can call it a kind of Reinforcement so here the rewards are the LIKES and COMMENTS you get when you post your “enhanced,modified Selfie”

2.This is called Self-objectification you want to show a enhanced,beautiful and amazing clone of you.which is not you!

3.Now you are in a constant pressure of maintaining that false image which is not you!

you have to smile — Artificially.which is not your’s it is a fake smile.

you have to show only your happiest moments,success's,applause's,celebration’s,bangkok trips…wait!!! how can a person be happy all the time.Even bill gates,warren buffet,messi,Angelina Julie,millionaires,billionaires can not be happy all the time right every one will have their own up’s and down’s,setbacks and failures,problems and challenges.

but how many of us posted our problems,failures,setbacks of our life in Facebook?…think for a minute…no one right..why??

we don’t get comments,likes,congratulations and applause's so we will hide they as if they are not ours and they are not at all present in our life.reason is Fear of losing friends and dear one’s.

stay tuned…to be continued..

I am not kidding actually you can learn the machine learning using what i call “Program,learn and then deduce the theory” this approach of deduction based learning is very essential and useful particularly in machine learning and data driven approaches where their is a tight coupled and integrated bondage between mathematics and programming

Step 1:

Download the Jupyter notebooks and all files from the link https://github.com/dineshresearch/DeepChem-Workshop/tree/master/Machine_Learning_Basics

To be updated..stay tuned

Thanks & Regards

Amara Dinesh Kumar

dineshresearch (Dinesh Kumar Amara)

dineshresearch.github.io