Data Science Masters Course

General

2 locations available

Program Description

  • Intensive 6-Month Program
  • Collaborative Assignments with Mentors
  • Master Statistics, Machine Learning, Deep Learning, and AI
  • Learn Tools like Python, TensorFlow, Spark, R, and Tableau


DURATION

24 Weeks

EFFORT

10-15 Hrs/Week

CAREERS

Business Analyst, Data Analyst, Data Architect, Data Administrator, Data Manager, Data Scientist


The course teaches statistics for business analysis, machine learning algorithms, deep learning with TensorFlow, and programming with Python. It will help you explore, analyze, and interpret different kinds of data.


Why You Should Take This Course


Acadgild Experience


What You Will Learn in This Course

  • Programming in Python and R
    • Python & R basics
    • Conditional and loops
    • String and list objects
    • Functions & OOPs concepts
    • Exception handling
    • Database programming
      *Sessions on R are not live, but self-paced
  • Data Wrangling
    • Reading CSV, JSON, XML and HTML files using Python
    • NumPy & pandas
    • Scipy libraries
    • Loading, cleaning, transforming, merging, and reshaping data
  • Statistics and Probability
    • Descriptive statistics
    • Inferential statistics
    • Hypothesis testing
    • Statistical concepts in Python
  • Machine Learning Models with Python
    • Building models using algorithms
    • Linear and logistics regression
    • Decision trees
    • Support vector machines (SVMs)
    • Random forests
    • XGBoost
    • K nearest neighbor & hierarchical clustering
    • Principal component analysis
    • Text analytics and time series forecasting
  • Deep Learning using TensorFlow
    • Introduction to deep learning
    • Understanding neural network through TensorFlow
    • Convolution & recurrent neural networks
  • Data Visualization using Matplotlib and Tableau
    • Interactive visualizations with Matplotlib,
    • Data visualizations using Tableau
    • Tableau dashboard and storyboard
    • Tableau and R integration
      Sessions on Tableau are not live, but self-paced
  • Handling Big Data with Spark
    • Introduction to Big Data & Spark
    • RDD's in Spark, data frames & Spark SQL
    • Spark streaming, MLib & GraphX
Last updated May 2018

About the School

AcadGild is a technology education startup, founded by IT Industry professionals from IIT/IIM. We aim to create an ecosystem for skill development, where people can learn from mentors and from each ot ... Read More

AcadGild is a technology education startup, founded by IT Industry professionals from IIT/IIM. We aim to create an ecosystem for skill development, where people can learn from mentors and from each other. Read less
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