Maths For Machine Learning

-
Before anything else, we must have the essential Maths skills for Machine Learning...
So that is why we will have a brief overview of all the mathematical concepts, which will help us to pursue our ML (Machine Learning) course.
I found the course on Edx very useful, if you want to refresh your mathematics concepts then you may look at this course; the link is given below:

Essential Math for Machine Learning: Python Edition



Comments

Post a Comment

Popular posts from this blog

Good Pieces of Advice for Freshers

-
Image
To let you know a few useful things, I asked some experienced people, and here is what they have for you... Be open to changes. Focus on improving your soft / people skills. It will be hard sometimes but believe in yourself. You have got it. ( Rahat-Undergraduate ) Try to do good in quizzes and OHTs (One hour test or mids) cause when finals don't go well, these can help in getting good gpa which are comparatively easy then finals. ( Ayesha Munir-Undergraduate )   A few years later when you would look back at this time, GPA won't make you happy, but the memories of these 4 years will. Your career is important but so is having a good time. So work hard, party harder! ( Haris-Undergraduate ) From the start try to build your connections with seniors because they know more than you and.. are best counselors.. Focus on your quizzes and assignments because they are the building blocks of your Grade.. Your Good Image play some important part for favoritism points in exam....
Read more

Applications of Data Engineering

-
Image
In a previous blog post about data engineering, we went through several many concepts related to data engineering such as data modeling, and then we went through different types of databases, for example, relational databases and we also got a glimpse of relational as well as NoSQL databases. And in today's blog post we will be writing about data engineer applications. Which are basically the use cases of data engineering 1st let's see what data engineering applications mean; so basically when we have data and we have engineered it then there are several things that we can do with that data and these things that we can do with processed data are the use cases of the data engineering. For example: If we have filled our containers with the data then it's not of any good use if it is not clean and well-formed. If your data is well-formed and if there are no logical mistakes, missing values, and garbage then we can easily perform the use cases and applications of data enginee...
Read more

Frameworks vs Libraries vs Services

-
Image
Framework, libraries and services are usually overlapped. In this blog post we'll see how are these things different from one another. First let's have a look at framework .. Let's tokenize this word. Framework is composed of two terms. one is frame and second is work. Frame is anything that you can put something into . Like a photo frame, you have some sort of skeleton in which you can put your photo. but the most important thing is that your photo must be of the size of the frame. If this isn't the case then you might need to buy some other frame or you might need to cut your photo from the borders, or the bottom or the sides or from anywhere. (in order to fit it into the frame) The second word is "work" what does work mean... Well according to Physics you are only doing work if and only if some force is applied and you cover displacement in the direction of applied force. But this is not the case with this work word. Here the work is nothing ...
Read more

Relational Data Model

-
Image
In the previous blog post, we covered Data Modeling. We have seen that data modeling is really important before jumping into predictive modeling.  In this article, we will cover the Relational Data Model (RDM). Let's start from the very basics, relational means anything which is linked with some other thing. This link is called "Relationship". In RDM or RM there are major three types of relationship cardinalities (also called Multiplicities or Cardianalities): 1. One to one 2. One to many 3. Many to many We can understand these with the help of a few simple examples;  One to one: One department has one manager. One to many: One class has many students. Many to many: Many teachers can teach many students. Okay, so we have got an abstract overview of the term " Relational ", now the next thing is " Data ", data covers everything, anything... And finally, " Model " means something in the form of a template, design, a kind of blueprint.  To store...
Read more

Data Engineering Tools

-
Image
   Data is a new oil. To channelize this data we need proper pipelines. These pipelines are mostly called ETL or data pipelines.  There are various tools out there to work out these Extract, Transform, and Load (ETL) operations.  Some of the scripting tools are:  - Python - SQL and NoSQL Apache provides a wide range of products that can be used as Data Engineering tools.  Some of the amazing apache DE services comprised of; - Hadoop - Spark - Kafka - Cassandra - Hive In addition, some cool DE tools are: - Tableau - Talend - MapReduce These DE tools provide a way to manage the data pipelines in a more effective, efficient, and better way.  Almost every Data-Oriented company in the corporate sector is highly dependent upon these technologies. They are leveraging many of the above-mentioned mechanisms for promising Data Services and Architecture. That's it for today. Hope you have enjoyed this article. If you want to know more about data or software relat...
Read more

Web Engineering : A Dialogue

-
Image
Down below web engineering is explained by using a dialogue between Mr. X and Mr.Y : X:  hi, Mr. Y do you know what is a web? Y: The thing a spider made....  X: oh not that one, let me tell you that!  A web is a platform where people from this whole world are connected. Like you said a spider web, it also shows the connection by connected, fragile spider silk strands. Y: But, why people needs to connect? X: They are connected because Man is a social animal so are the humans. And they need each other. They cannot live alone. They are dependent on each other for their day to day tasks. Y: Tasks like? X: Tasks like, if you want to make coffee and you don't know how to make it, what would you do ? Y: I will Google it.. X:  So that Googling is what you do to accomplish the task of making coffee by using web.. Y: Alright, so what's web engineering? X:  Well, first understand what is engineering. Engineering is to ...
Read more

Think Like a Programmer

-
Image
How? Read this book Why? Because you are to become a software engineer and programming is the basic need, the food for thought of a software engineer especially a programmer software engineer... But... This is too long So what? You have to read it! May be it contains something that is beneficial to you..
Read more

Programming android applications

-
Image
2 USEFUL PROGRAMMING ANDROID APPLICATIONS P rogramming is an art but it needs a lot of practice, and those who have to travel a lot find it very difficult to practice programming, so there is a need of portable mobile applications to get better programming skills, so here I would like to share 2 apps that are useful in this regard: SoloLearn This application is recommended to me by one of my friends, I am very excited to have this application and it makes my learning so fun and interesting. So without any delay just get this free amazing application. HTML Code Play Web development is the most fun task to do, and  HTML Code Play  makes this task easier and faster then ever.  so dear programmers, why are you waiting? go and get these applications on your android mobile phones, and make your programming fluent like your native language  :) Note: ALL IMAGES ARE FROM GOOGLE.
Read more

You-Tube Channel

-
Image
Welcome to Mainly The Software Engineering Blog You-tube channel. I started off this blog in 2018. Its main purpose is to provide information in an easy and in an appropriate way.  From challenges in your field to becoming the best software engineer; this blog covers each and almost everything related to engineering, technology and much more.. Now, the question is WHY ? this You tube channel?  so, the answer to this very question is that, "This is fun to read and watch a video along". If you want to LEARN in a way to become better then this Blog and Youtube channel is for You. You can like the corresponding facebook page and subscribe to this channel for more updates.... Thank you! Face-book page: https://www.facebook.com/seblog1312/
Read more

Habits to adopt in the freshman year

-
Image
We are what we repeatedly do. Excellence, then, is not an act but a habit. ~Aristotle Have you ever noticed? When you were a kid, your parents used to correct you all the time, whenever you did some mistake. Why did they do so? Because at that time you were growing at the conscience and the sub-conscience level. Your mind was setting some patterns at that time. And today, you are mostly acting out of those patterns. Your parents want great patterns for you, that's why they used to scold you at an early age. The patterns set at that time is what you repeatedly do and that is what we call, "the habit".  Similarly, when you are a fresher you could adopt certain habits that could make or break you in the long run. Every one of us wants to have constructive habits. so here are some habits that you could adopt as a fresher in order to function well in coming years... Habits to Have 1. Googling Search on google for difficult and different concepts. Make it your h...
Read more