AI and ML distance MBA Program - SimpliDistance - PowerPoint PPT Presentation

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AI and ML distance MBA Program - SimpliDistance

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Artificial intelligence, data science, machine learning online course are most touted keywords related to careers in demand. Now you will find every institute, MBA College, university offering courses on these. If one goes through the course curriculum, the subject titles seem to be completely Greek. Understanding them can be a nightmare for a novice. – PowerPoint PPT presentation

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Title: AI and ML distance MBA Program - SimpliDistance


1
AI and ML distance MBA Program?
  • SimpliDistance

2
What they teach you in AI and ML distance MBA
Program?
  • Artificial intelligence, machine learning, data
    science are most touted keywords related to
    careers in demand. Now you will find every
    institute, MBA College, university offering
    courses on these. If one goes through the course
    curriculum, the subject titles seem to be
    completely Greek. Understanding them can be a
    nightmare for a novice. Especially when you are
    not from statistical or information technology
    background. Let us try and understand more about
    it.

3
  • Data Science or machine learning is about
    processing large amounts of data. To store and
    process data, one will need different
    technologies like files and databases. Using this
    data, an important thing machine learning does is
    prediction. We know prediction is based on
    probability theory. At high level, machine
    learning can help prediction Hence foundation of
    mathematics and statistics is essential.

4
  • Based on this high level understanding, let us
    delve deeper into distance MBA program syllabus.
    Every institution and college would offer
    different course contents based on their focus
    and specialization. For easy understanding, we
    can categorize the subjects based on their
    purpose.

5
AI and ML Distance MBA Foundation
  • For data science or machine learning online
    course, following subjects are core to the
    discipline. Here probability and statistical
    methods are covered. Statistics and mathematics
    form the foundation for data science and machine
    learning.

6
Business Statistics
  • Business Statistics forms the very foundation of
    data analytics. Statistical measures and analysis
    reveals lot of intelligent things and patterns
    hidden inside the data. All predictive models are
    based on probability theory. Business statistics
    includes sampling theory, descriptive statistics,
    probability theory, discrete probability
    distributions, continuous probability
    distribution, hypothesis testing, inferential
    statistics, liner regression, comparison of two
    populations, analysis of variance etc.

7
Business Mathematics
  • Many calculations involve linear algebra and
    operations on matrices to solve complex equations
    in multiple variables. Typically business
    mathematics covers straight line and
    applications, non-liner functions,
    differentiation, partial differentiation,
    integration, linear algebra, matrices and
    determinants.

8
AI and ML Distance MBA Data Engineering
  • Data science in any distance MBA program would
    two parts data engineering and data analytics.
    Data engineering focusses on reading and
    transforming data read from various sources.
    These sources are files, databases,
    datawarehouse, social media, website, excel
    spreadsheet, streams etc. Subjects in data
    engineering help to extract, clean, transform and
    load the data.

9
Data Warehouse and Business Intelligence
  • This subject deals with how to store past data of
    many years in a special repository called data
    warehouse and try to analyze patterns to get
    insights from the past. This includes
  • Online transaction processing (OLTP), On-Line
    Analytical Processing (OLAP), N-dimensional
    modeling, Star and Snowflakes schema, concept
    hierarchies, data warehousing applications and so
    on.

10
Big Data Hadoop
  • Databases and data warehouse process what is
    called as structured data. For example, data
    stored in the form of rows and columns inside
    RDBMS. However this technology cannot process
    unstructured data like data stored on social
    media like Facebook posts, comments etc. A new
    technology known as Hadoop was introduced so that
    it can handle and process voluminous unstructured
    data growing at a very high velocity. It includes
    Hadoop ecosystem, Map Reduce, Hive, Hbase, PIG,
    Spark, Sqoop, Kafka etc.

11
AI and ML Distance MBA Data Science/ Machine
Learnig Platforms
  • Programming languages like R or python are used
    to build customized predictive models. However,
    there are many platforms (proprietary as well as
    open source) which allow the user to create
    models using the graphical interface with clicks
    and no programming. WEKA, SAS are some of such
    examples.

12
  • Every program in distance MBA in AI and ML is
    designed with different combinations of subjects
    based on the focus and market demand. Based on
    the job role, the specialization would differ.
    Some of the popular profiles are Data engineer,
    Data analyst, Data scientist, Project manager.  I
    hope this quick round up of subjects would help
    you choose appropriate distance MBA course in AI
    and ML and take your career to the next orbit.

13
Conclusion
  • SimpliDistance is a neutral platform where you
    will get authentic/genuine updated information
    about courses, universities institutes.
    SimpliDistance is the best Distance Learning
    Portal in India.

14
Thank You
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