Data Science

by CACMS (Centre For Advanced Computers and Management Studies) Claim Listing

Learn what Data Science is and what are the mandatory skill set required to be a Data Scientist.

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Course Details

 Learn what  Data Science is and what are the mandatory skill set required to be a Data Scientist. 

 

Course Outline:

  • • Explain in basic terms what Statistical Inference means. Identify probability distributions commonly used as foundations for statistical modeling. Fit a model to data.
  • • Use R to carry out basic statistical modeling and analysis.
  • • Explain the significance of exploratory data analysis (EDA) in data science. Apply basic tools (plots, graphs, summary statistics) to carry out EDA.
  • • Describe the Data Science Process and how its components interact.
  • • Use APIs and other tools to scrap the Web and collect data.
  • • Apply EDA and the Data Science process in a case study.
  • • Apply basic machine learning algorithms (Linear Regression, k-Nearest Neighbors (k-NN),
  • k-means, Naive Bayes) for predictive modeling. Explain why Linear Regression and k-NN are
  • poor choices for Filtering Spam. Explain why Naive Bayes is a better alternative.
  • • Identify common approaches used for Feature Generation. Identify basic Feature Selection
  • algorithms (Filters, Wrappers, Decision Trees, Random Forests) and use in applications.
  • • Identify and explain fundamental mathematical and algorithmic ingredients that constitute a
  • Recommendation Engine (dimensionality reduction, singular value decomposition, principal
  • component analysis). Build their own recommendation system using existing components.
  • • Create effective visualization of given data (to communicate or persuade).
  • • Work effectively (and synergically) in teams on data science projects.
  • • Reason around ethical and privacy issues in data science conduct and apply ethical practices
  • Amritsar Branch

    SCO 9 Burj Punjab, B - Block, Amritsar

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