IIM Calcutta
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Advanced Data Science for Practicing Business Analysts 
offered by IIM Calcutta

  • Public/Government Institute
  • Estd. 1961

Advanced Data Science for Practicing Business Analysts
 at 
IIM Calcutta 
Overview

Duration

12 months

Total fee

1.18 Lakh

Mode of learning

Online

Schedule type

Self paced

Difficulty level

Intermediate

Credential

Certificate

Future job roles

EAI, Account Planning, Ecommerce development, E-commerce development, Data Analyst

Advanced Data Science for Practicing Business Analysts
 at 
IIM Calcutta 
Highlights

  • Batch Starts January 27 - 31, 2020
  • Only Management Institute in India with triple accreditations by AACSB, AMBA and EQUIS.
  • Rank 23rd globally
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Advanced Data Science for Practicing Business Analysts
 at 
IIM Calcutta 
Course details

Who should do this course?
  • This programme is aimed at working professionals dealing with Data Science and analytics based model building.
What are the course deliverables?
  • Understand and appreciate the underlying theoretical issues that govern applicability, success, and failure of statistical and machine learning models in decision making
  • Go deep into the widely used statistical and machine learning methods useful in solving data driven business decision problems in organizations
  • Interactive class room learning with lectures
  • Case based experiential learning with participants
More about this course
  • Necessity and success of use of analytics have led to the creation of analytics cell in most organizations dealing with data driven decision making. The subject being relatively new, there is acute shortage of formally qualified professionals for this field. Consequently, many of these working professionals have acquired their skills by on the job trial and error experience using software tools available in the organizations without any formal exposure to this complex subject. This restricts their understanding of the subject, often preventing them from utilizing the full potential of modern statistical and machine learning tools and techniques. A formal exposure to the theories and principles of the underlying methods they use would have significantly enhanced the quality of solutions they would otherwise deliver. Familiarity with emerging methods, tools and techniques beyond the limited options they are exploring would also add to their productivity. It will be an opportunity for such a group of professionals to familiarize themselves with state of the art theories and principles of analytics in action.
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Advanced Data Science for Practicing Business Analysts
 at 
IIM Calcutta 
Curriculum

Art of Data Cleaning: Outlier management, data imputation and influence diagnostics

The challenge of variable selection in a model: Dimensionality reduction using Principal Component Analysis and other methods

Study of qualitative factors in experiments: Categorical Data Analysis

Artificial Neural Network and Deep Learning in predictive analytics: Finer issues and parameter setting

Challenges in unsupervised learning: Quality evaluation of clusters

Building statistical models in business planning: Forecasting techniques

Integrating Artificial Intelligence with human expertise: Bayesian Techniques

Challenges in Network Analytics: Modeling of network effect in organizational strategies

Decision making from sample surveys: Determination of Sample Size and choice of sampling

Advanced Data Science for Practicing Business Analysts
 at 
IIM Calcutta 
Entry Requirements

Eligibility criteriaUp Arrow Icon

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Advanced Data Science for Practicing Business Analysts
 at 
IIM Calcutta 
Students Ratings & Reviews

4.3/5
Verified Icon4 Ratings
S
SRIDHARA R
Advanced Data Science for Practicing Business Analysts
Offered by IIM Calcutta - Indian Institute of Management
4
Other: It was good, I learned a year worth of skills in a matter of months trainer was supportive not available most of the time but helps remotely
Reviewed on 27 Mar 2020Read More
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Advanced Data Science for Practicing Business Analysts
 at 
IIM Calcutta 

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Advanced Data Science for Practicing Business Analysts
 at 
IIM Calcutta 
Contact Information

Address

IIM Calcutta
Diamond Harbour Road

Kolkata ( West Bengal)

Phone
03324380892

(For general query)

03324679178

(For admission query)

Email
ao_admissions@iimcal.ac.in

(For general query)

chair_admissions@iimcal.ac.in

(For admission query)

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