Switching to ML concepts

As I'm getting a lot of assignments these days I've decided to pause app development and first work on them and they are interesting too.

I'll be detailing about every algorithm which I've learnt and will be learning.
So, lets start with k means algorithm.

K means Algorithm -

Suppose we have been given data about something and we wish to find pattern in the given data like some clusters where we can group similar type of data together.
To achieve this objective we can use k means algorithm.
To use this algorithm we need to have the information about the number of groups/clusters will be there. Let this number is k.

The algorithm -
1. Input - set of points (x1,x2,...xn) of size say n
2. Randomly generate k numbers and assume them to be the centroids at the moment.
3. Repeat until convergence:
    for each point xi:
        Find nearest centroid Cj (Can use eucledian distance to find the nearest centroid)
        Assign the point xi to cluster j
    for each cluster j=i...k
        new centroid Cj = mean of all points xi assigned to cluster j in previous step
4.Stop when none of the cluster assignments change


Note - 
After each iteration centroid will change and get placed optimally(better position than before)
We need to stop updating the centroids when there is no change in the cluster arrangement i.e. if clusters are remaining same for 2 consecutive iterations.

Time Complexity of this algorithm - O(#iteration*#clusters*#instances*#dimensions)

I've implemented this on python - See

The problem was - Given 150 flower's data with (petal length,petal width,sepal length,sepal width) we need to group them into 3 clusters.

I hope this will be helpful.

In addition to this I've rolled out an update for Medicator app. Now the app covers over 125 diseases.

You can check it out here - Medicator

Medicator 2.0 Release

Earlier I had planned to release the update in the first week of february but changed my decision as I completed the work well before time.

Released the major update just 3 days back.

New features include -
1. Total of 100 diseases in the dictionary.
2. BMI calculator
3. Reference Charts for blood tests and urinalysis

In the next update I'll add more diseases.

Do have a look - Medicator 2.0

App Improvement

This week I was busy in adding more features to the medicator app. As of now its a very basic app but with some more features (which I don't want to reveal at the moment) it will be much more useful and complete.

You can expect this update to be rolled out in the first week of february.

At present I've changed my priority from game development to app development. First I want to focus only on this app and then I'll work on the game which I was building.I don't know how much time will I spend on this one but its a very good learning experience for me.

For first 2 days of the week which I spent on SpinIt . I learnt how to add swipe movement to the game screen by changing camera using lerp function in c# unity. I was having some problem in implementing it correctly but in the end I got it right. I am planning to redesign the levels and make them more interesting than just plain blocks.

I'll try my best to resume my game project just after completing the app.

Thank you.

Medicator Launched !

After making some changed to the android app I was making I published it on the google play store.

I've found that when we fall ill, sometimes we are not able to judge what kind of disease we might be having and we can't even search disease based on our symptoms. Now, no need to worry about that and now you don't even need to memorize the symptoms of common disease. Medicator will help you out. Medicator - Your own Virtual Doctor.

Let's talk about some of its features.
 
It has a checkup feature which can tell the user which kind of disease a patient might be suffering from. Currently, it supports only 5 diseases Malaria, Dengue, Typhoid, Jaundice and Stomach flu(Viral). I am planning to add 5 more diseases in the next update which I've planned to roll out by 1st Feb.


It also has a built in dictionary. This dictionary holds information regarding signs & symptoms, causes , diagnosis, prevention, treatment of various diseases. This can prove to be very handy. Currently it has 12 diseases and in the next update I may increase this number to 50 or 60.

You can try this app here ->  Medicator

 I was thinking of making a medical app like this for a long time especially after winning the app designing competition conducted by Google Developers Group last year in our college and here it is.
I know that this can be made much better , just wait for the updates they are on their way! 


I also uploaded a primitive version of my long term game project. In this game you have to collect the required number of coins and try to avoid red colored enemies or they will blast your lovely little green ball. You can play that game here - SpinIt . Currently it has only 3 levels to complete. I'll be adding loads of stuff into this one before publishing.

Developing something on your own is super exciting and when you see that your game or app is played/used by others it gives you huge satisfaction.

These days I am spending a lot of time in thinking about a good game or a fantastic app. If you have any suggestions or reviews and want to share with me you're always welcome.

Thank you for reading and do try these little creations of mine.