Computer Networks

Computer networks NPTEL

Reasoning

Types of  reasonings

Genetic Algorithm best explained : Solving the knapsack problem using it

link to genetic algorithm

Interview with AI Expert and co-founder Andrew Ng provides great insight into future

Interview with

AI Expert and co-founder Andrew Ng

"AI is the New Electricity" - Andrew Ng 

A Great conversation with Google's AI Chief Engineer for all AI enthusiasts

Interview with  Google's AI chief John Giannandrea

Stackoverflow.com's Developr survey 2019

The link stackoverflow.com survey 2019

CNN: Understanding Convolutional Neural Networks

Best link for the basics of CNN
One step forward with edureka on CNN
and finally a  Python CNN and Deep learning project on ' Handwriting recognition'

Memory recovery in Hopfield Neural Network

Link to the video on memory recovery

Geoffrey Hilton on Hopfield Net

Link to Video : Geoffrey Hiolton on Hopfield Nets

Boltzmann Machine

Video on  Boltzmann m/c

Linear Regression

great video on Linear Regression 

Training a Neural Network with Python

Great video on ERROR/COST function derivative of a line gives us its SLOPE . We need to increase the BIAS of the ACTIVATION function if this slope is -ve and we need to decrease our BIAS if the slope is +ve.

SLOPE of the cost function  great video , superb!


Doing this with Python Great example of Training a Neural network with Python

Backpropagation in deep learning

video simulation of backpropagation

FeedForward Neural Network

feed forward neural network link

ML : Instance space, Concept space and hypothesis space : difference

Difference between the three

Hypothesis: What is it?

A Hypothesis

Symbolic AI : Rule based AI , most successful application being Expert Systems

Good link to symbolic ai symbolic ai in simple words
Symbolic Vs Non-symbolic AI a comparison

This is how we all are BORN into this world

11 weeks : The Embryonic Period, the time in which all the important systems of the body is formed

Online Scientific Calculator

Do all your scientific calculations here

Sigmoid Function: Sigmoid means 'S' like , widely used in Neural Networks as the ACTIVATION function

Here are some video links to the sigmoid function:

1. V1 What is a Sigmoid Function?
2. V2: Which Activation Function to use
3. V3 : Bias in ANN
4. V4 : Backpropagation The algo used in all multi-layer Neural Networks
5. V5: Backpropagatiion algo once agian 

Neural Network Computing Vs Conventional/Traditional computing

Here is a very good link to understand how an Artificial Neural Network works ANN just watch

Link to KNN Algorihm of Machine Learning

KNN Algorithm a great link to this simple but powerful algorithm used in RECOMMENDATION ENGINE of sites like Amazon, Flipkart etc.
Also used in CONCEPT SERACH or searching SEMANTICALLY similar DOCUMENTS  and classifying documents containing SIMILAR TOPICS.

For MCA IGNOU student's: Link to all semester PDF from eGyankosh

Link to all MCA study material from IGNOU eGyanKosh to all MCA students  eGyankosh handle: MCA all semester PDF You can download and study all MCA material of IGNOU from here as well as get prints.

Here is a link to learn Tally ERP 9
Tally ERP 9