1596464880

Random forest algorithm is one of my favorites. It can be used for both classification and regression. To put it in simpler language, a random forest collects predictions from various decision trees and gives out the average of those prediction. This way there is a chance that the predictions actually converge to the true value. Each decision tree is implemented only on a subset of data. This subset is randomly selected by the algorithm where in an observation is picked at random and replaced back into the dataset and another observation is chosen at random adding up to the subset of data; this is commonly known as Bootstrapping. Therefore, you can understand that single observation could be part of a decision tree multiple times since we replace the observation in the dataset and make a random selection. This process is repeated multiple times and for multiple decision trees. All these decision trees are collectively known as random forest and now, you exactly know why the words random and forest are used.

The basic idea here is to train each tree on different samples of data and use the average of thier predictions as the final output. This output has low variance and that is intuitive to understand.

I can strongly say that random forest is better than a single decision tree. Why? It is because the results are more robust. Every single decision tree brings in its own information and predicts accordingly. When we combine all such trees the result is expected to be more accurate and close to the true value on average.

#machine-learning #regression #random-forest #python

1610872689

In this Data Science With Python Training video, you will learn everything about data science and python from basic to advance level. This python data science course video will help you learn various python concepts, AI, and lots of projects, hands-on demo, and lastly top trending data science and python interview questions. This is a must-watch video for everyone who wishes o learn data science and python to make a career in it.

#data science with python #python data science course #python data science #data science with python

1618449987

For this week’s data science career interview, we got in touch with Dr Suman Sanyal, Associate Professor of Computer Science and Engineering at NIIT University. In this interview, Dr Sanyal shares his insights on how universities can contribute to this highly promising sector and what aspirants can do to build a successful data science career.

With industry-linkage, technology and research-driven seamless education, NIIT University has been recognised for addressing the growing demand for data science experts worldwide with its industry-ready courses. The university has recently introduced B.Tech in Data Science course, which aims to deploy data sets models to solve real-world problems. The programme provides industry-academic synergy for the students to establish careers in data science, artificial intelligence and machine learning.

“Students with skills that are aligned to new-age technology will be of huge value. The industry today wants young, ambitious students who have the know-how on how to get things done,” Sanyal said.

#careers # #data science aspirant #data science career #data science career intervie #data science education #data science education marke #data science jobs #niit university data science

1619518440

Welcome to my Blog , In this article, you are going to learn the top 10 python tips and tricks.

…

#python #python hacks tricks #python learning tips #python programming tricks #python tips #python tips and tricks #python tips and tricks advanced #python tips and tricks for beginners #python tips tricks and techniques #python tutorial #tips and tricks in python #tips to learn python #top 30 python tips and tricks for beginners

1611729342

Learn Best data science with python Course in Chennai by Industry Experts & Rated as and Best data science with python training in Chennai. Call Us Today!

#data science with python training #data science with python courses #data science with python #data science with python course

1602244583

IgmGuru’s Data Science with Python certification course has been designed after consulting some of the best in the industry and also the faculty who are teaching at some of the best universities. The reason we have done this is because we wanted to embed the topics and techniques which are practiced and are in demand in the industry – conduct them with the help of pedagogy which is followed across universities – kind of applied data science with python. In doing so, we make our learners more industry/job-ready. IgmGuru’s Data Science with Python online training course is the gateway towards your Data Science career.

#applied data science with python #data science with python certification #data science with python online training #data science with python training