DATA SCIENCE COURSES in Bangalore
Duration22 class - 46 Hours
CategoriesServices/DATA SCIENCE Courses in Bangalore
Data Science Courses in Bangalore
Data science has become a popular instrument for all business organizations all over the world. Data science helps all organizations to solve their various complex problems that strictly related to their business. For this reason, almost all business organizations around the world have become serious about this issue. It is a proven fact that this data science technique is more efficient than the other traditional troubleshooting procedures the companies used to take help for coming out of various challenging situations. That is why most of the companies have started creating a new department for data science in their organizations and also started recruiting candidates who are skilled and talented in this sector. Moreover, they all are hiring candidates in this sector with attractive salary packages. For the sake of meeting the requirements of the organizations, the demand for this sector has also increased among the students. People need concrete knowledge regarding this field to be suitable to get a job in any company as data science associates and a lot of data science institute in Bangalore have started providing effective training so that the students can get into this world with an ample amount of knowledge and skills. These institutes help the students in shaping up their respective careers on a promising note.
In the city of Bangalore, various educational institutions have emerged to provide efficient training programs regarding this sector, so that every student who has got enrolled in these institutes can become a successful professional in the future. They focus mainly on the career-related issues of their students while they make outlines and curriculums for the courses. This approach of the institutes has made all the data science courses in Bangalore effective and handy for all of the students in the question of being capable of doing jobs in this field. Both the students and professionals of other fields should come to this world as this sector is providing promising careers to the employees. The most important benefit of this sector is that nobody needs to get stuck in any particular industry throughout their careers.
Data science is required in all industries, irrespective of their types of businesses. So, if anyone goes through a data science course in Bangalore, various windows of various industries will be open in front of them, whenever they would complete their training. The teaching staff of these institutes also very skilled and talented, and all of them have long time work experiences in this sector. That is why they all are well known about the problems that can arise in various organizations and they teach all their students in a way that helps each of them to earn the needed knowledge of this field so that they can do their respected jobs successfully. The most crucial role the institutes play there is that they assist their students in getting their jobs after the course and most of the companies give special values to their certificates. Due to this reason, the students who have gone through various data science courses in Bangalore get decent jobs very easily.
All business organizations around the world have found data science as the most effective tool for the sake of sorting out all kinds of challenges or problems that are strictly related to their business. Due to this reason, almost all the organizations have started giving special care to this matter. So naturally, the popularity of this subject has massively increased among the students in all corners of the world. As data science has become one of the major instruments for all business organizations around the world various educational organizations in Bangalore have started courses strictly related to data science.
All of them provide effective training to the students. They also provide some demo classes so that the students can get a thorough idea of this matter before getting enrolled for the same. These courses of the various educational institutes there cover every feature of the subject of data science. It is almost next to impossible for everyone to do a job in this sector if they don’t have any academic knowledge in this. All the courses here help the students to become successful professionals in the world of data science.
The data science courses introduce the students with the world of various mathematical algorithms such as data analysis, data predictions, statistical modeling, data acquisition, etc. During the courses, all the pupils there go through various challenging situations and this helps them to be familiar with the real-life problems of the professional world. As data science is required in all kinds of business, the courses make the students capable of dealing with various kinds of situations as the challenges and problems vary according to the nature of the businesses, that’s why students need to get enrolled for the data science courses to get a decent job and pleasant future for themselves.
- Population and Samples
- Descriptive vs Inferential Statistics
- Parameters vs Statistics
- Variable Classification
- Scale of Measurement
- Statistical Methods
- Recognize difference between grouped and ungrouped data
- Construct Frequency Distribution
- Construction of bar diagram, column diagram, histogram,
- frequency polygon, pie chart scatter plot, bubble chart
- Measure of central tendency for grouped & ungrouped Data
- Measures of Variability for Grouped and Ungrouped Data
- Measure of Shapes of Data
- Various Outlier & Missing value treatments in data preparation
- Relationship between variables
- Correlation and causation
Introduction to Statistics
- Installing Python & Anaconda
- Basic Data Types
- Lists, Tuples & Dictionary
- Introduction to Numpy
- Numpy arrays and operations
- Group By with Pandas
- Merging, Joining, Concatenating & Interleaving
- Pandas Operations
- Data Input and Output
- Plots with matplotlib and Seaborn
- Preprocessing with dataset
- Importing the libraries
- Changing directory
- Split the data into dependent and independent variable
- Missing value imputation
- Categorical data
- Splitting the dataset into training and testing
- Case Study on ODI-cricket dataset
- Exercise-Case Study on Loan Prediction problem
- Basic concepts of probability
- Experiments, Outcomes, Events and Sample Space
- Discrete & Continuous probability
- Probability mass function
- Cumulative density function
- Binomial & Poisson
- Normal Distribution
- Central Limit theorem
- Sampling techniques
- Concept of Hypothesis Testing
- Testing a difference in mean
- Other test statistics
- Testing Correlation
- Testing proportion
- Chi- Square test
- Simple & Multiple Linear Regressions
- Nature of Regression Analysis
- Meaning of the term linear
- Linearity in variables
- Linearity in parameters
- Method of Ordinary Least Square
- The classical linear regression model
- Standard errors of least square estimates
- The coefficient of determination r ^2
- R square and adjusted r square
- Goodness of fit
- The normality assumption
- Interval estimation
- Hypothesis testing
- Testing the overall significance of a multiple regression – F test
- Multicollinearity assumptions
- Case study on Multiple Linear Regression using Housing dataset
- Logistic Regression
- Dichotomous dependent variable
- Odds and Odds Ratios
- The Logit Model
- Weight of Evidence and Information value
- Creation of Dummy Variable
- Parameter Estimates
- Goodness of fit, Concordance and discordance
- confusion matrix
- Sensitivity, Specificity
- ROC curve
- Case study in python with loan prediction data
- Cluster Analysis
- Cluster analysis intuition
- Types of Clustering
- K-Means Clustering
- Case Study with Python using mall data
- Stationary and Non Stationary Time Series
- Importing and cleaning
- Moving Averages
- Prediction (Holt Winters Method, MA, Exponential Smoothing)
- ARMA model
- Case Study with air passenger dataset
- Machine Learning-Classification (All includes case study in python)
- Random Forest regression
- Bagging and boosting
- Gradient Boosting
A brief info of Trainer profile of Data Science Courses in Bangalore
The trainers of these institutions in Bangalore provide the ultimate level of freedom to their students so that they can integrate themselves with the soul of their subject. Due to this reason, all the students can freely communicate with the trainers if they face any kind of confusion in their studies. Along with this, almost all the trainers in various institutes in Bangalore use the most modern ways to train the students that help the learners to learn the topic most easily.
Most importantly, no one of them creates a serious atmosphere in the classrooms, rather they create a friendly environment there. The trainers can project various kinds of real-life events in front of the students so that they can be familiar with all the aspects of professional life in this sector. All the data science institutions there recruit only those as their trainers who have the capability of making concrete relationships between the students and the teachers and they are required to assist their students in completing their projects and the get them prepared for their job interviews.
All the teachers there have long time experiences of giving training to the students in this sector and almost all of them have working experiences as well in this field. Most teaching staff of these institutions have more than five years of experience in the teaching world and along with this they also have experience of working in various well-known organizations as data scientists. Due to these experiences, all of them have become brilliant orators that help them to communicate with the students during the training and in case of any kind of confusion also. Besides these, they have good knowledge about the current global scenario of this field too.
About Data Science
The courses of data science there in the Bangalore do cover all the aspects of this field, be it basic or core. Most of the foundation courses are concentrated mainly on the base level statistics, an outline of the machine-related systems and the knowledge related to the domains of the business and after giving the training of the basic level, the institutes there proceed the students for the core concepts of the study.
The most important facility of these institutions is that they provide practical knowledge related to this field along with the theoretical sessions. This facility helps the students massively, as this enables them to get a thorough idea about the professional lives in this sector. This boosts the level of confidence among the students while they prepare themselves for jobs after completing the courses. These courses have the capability of modifying the learners according to the perfect needs of the professional world in this field and these courses make the students suitable for all kinds of industries such as IT, Healthcare, Insurance, Banking, public services, etc. This means if anyone can complete these courses successfully, then he/she would be able to do jobs in all kinds of industries.
Due to these reasons, it is advised to every student that they should pick this field up for their future careers as in the modern-day it is the most promising sector regarding jobs and since it is impossible to become a data science expert without proper academic training, all the learners should take training of this field from the various institutes in Bangalore. The most beneficial part of these training programs is that nobody needs any kind of prior knowledge to get enrolled for these courses. So the candidates, irrespective of their educational backgrounds are eligible for these training programs.
4.6 average based on 254 reviews.
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They clarify each point in the profundity. They additionally give industry information on Data science both hypothetical and practical knowledge was great. Data Kosine is best data science institute in bangalore.
As I was a fresher right now. They showed everything from the fundamental for the comprehension. It has been an extraordinary experience in Data Kosine is great data science training institute in Bangalore.
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