DATA SCIENCE Training in Bangalore
Duration22 class - 46 Hours
CategoriesServices/DATA SCIENCE Training in Bangalore
Data Science Training in Bangalore
Data science has become a very important mechanism for all the business organizations around the world, irrespective of the nature of the businesses. Due to this, all the business organizations all over the world have started giving special care in this field. So, naturally, the demand for this sector has massively increased among the people of every corner of the world. Everyone needs to go through a proper training process to become an expert in each and every feature of this. Data Science training in Bangalore makes it possible for everyone in the country to be skilled and efficient professionals in the world of data science.
In the city of Bangalore, the trend of getting enrolled for the various data science-oriented courses in the numerous institutions there is on high note among the students and other professionals also due to this reason. Nowadays, most companies use this tool for the sake of solving all their business-related problems and to get effective results that lead them to make efficient decisions to keep their respective companies safe in this competitive market. With the help of data science, companies are now able to come out of many kinds of complex business-related problems in a very simple and easy way. Moreover, this entire procedure is more cost-effective than other traditional problem-solving instruments.
Most of the training institutes in Bangalore make all of their students capable of doing decent jobs in the world of data science. The Data Science training in Bangalore is a very effective field today that is making both the students and other professionals properly skilled so that they can bag promising jobs to shape up their careers and future in an ideal way. Students need to pick up this sector as their profession if they want growth in their careers. The nature of the data science-oriented jobs are very diverse, as it includes various areas. So, the candidates who selected this sector as their professions would definitely get a flexible job environment. Most importantly, they have chances of being hired in all kinds of business organizations.
Many educational institutes in Bangalore have started providing various kinds of data science-related effective training programs. Most of the institutions also provide demo classes to the students so that they can understand the current international scenario of the world of data science and the teaching personnel of those institutes learn the class attenders about various software and other tools according to the structures of the courses. The courses there mainly make the students capable of being expertise in various machine learning algorithms like data analysis, data acquisition, data predictions, statistical modeling, etc.
During the tenure of the courses, the students get various chances to face various challenging situations they may find in their professional lives. Since the data sciences have become important for all kinds of businesses, the nature of the problems is not the same. These courses inject the ability to solve all kinds of business-related challenges among the students. Due to this, data science courses have a special ability to give the students a decent and perfect career and future.
If they get the business areas of any organization not suitable for them, it is possible for them to shift to other organizations of different business types. Most of the institutes that provide the best quality Data Science training in Bangalore teach their students in an organized way. The students are required to get admitted to those institutions for the proper training. Some free online tutorials are available on the internet, but those are not as effective as classroom training.
- 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 training in Bangalore
The trainers of the data science courses in Bangalore have the ability to give freedom to the students so that they can dig up various issues relating to their studies. Most of the trainers always use various modern ways of teaching that create a friendly atmosphere in the classrooms and make a concrete relationship between the students and the teachers. These techniques help the students to clear all their course-related confusions and they can get well equipped for their job interviews.
Almost all the trainers have teaching experience for many years. Most of the institutes there hire only those candidates who have more than five years of experience in this sector.
Most of them are good orators. This ability is required because without proper speaking power they would not be able to teach the students.
Most of the trainers in the various institutes there has a good command over the theoretical and practical knowledge regarding this field and they also have high-grade certificates in the field of data science.
They all are well informed about the world wide current situations of the data science sector.
Most of them have experience of working in various renowned organizations as data scientists.
The training programs help all the students to learn all the major instruments of data science. The data scientists always need to innovate new and unique mechanisms as the global business scenario is changing day by day. Due to this, the institutes in Bangalore teach their students in a way so that they can be able to face all kinds of challenging situations related to their jobs and can easily overcome those. For this reason, the employers rely on the certificates of the institutes there in Bangalore before hiring employees as data scientists.
About Data Science
The entire process of data science is very much useful for all business organizations as it helps them to save huge amounts of money for the purpose of managing their business data. Mostly due to this reason, all of them, irrespective of the kinds of their businesses, are eager to hire candidates who have proper knowledge of data science. This mentality of employers has increased the popularity of the data science-related courses among the people everywhere in the world. The courses have the ability to make all the enrolled candidates competent for entering the world of data science professionals. So all the students need to get enrolled in various institutions that provide a proper data science-related training program.ngalore enables students to learn on real projects of clients.
4.6 average based on 254 reviews.
I got excellent hands-on experience during the course. The trainers explained in very simple and in-depth knowledge about the course. Data Kosine is the best data science training in Bangalore.
They share their own experience as they are working experts, which helped a great deal in understanding the concepts. The trainers are exceptionally useful. The best data science training in Bangalore is Data kosine...
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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