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Python for Data Science Training Syllabus

DataMites is a global training institute for Data Science, Machine Learning and Artificial Intelligence.
They provides training to individuals as well Corporate people.
If you are looking for Machine Learning training in Bangalore please visit: http://datamites.com/python-training/courses-bangalore/

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Python for Data Science Training Syllabus

  1. 1. © 2018 DataMites™. All Rights Reserved | www.datamites.com Python for Data Science Course Syllabus Accredited with IABAC™ ( International Association of Business Analytics Certifications)` Datamites Python for Data Science Training
  2. 2. © 2018 DataMites™. All Rights Reserved | www.datamites.com Module 1: Python Language Basics 2  Installing Python Anaconda distribution  Python native Data Types  Math & Comparision Operators  Conditional Statement  Loops  Lists, Tuples, Strings, Dictionaries, Sets  Functions  Exception Handling
  3. 3. © 2018 DataMites™. All Rights Reserved | www.datamites.com Module 2: Numpy Package 3  Importing Numpy  Numpy overview  Numpy Array creation and basic operations  Numpy Universal functions  Selecting and retrieving Data  Data Slicing  Iterating Numpy Data  Shape Manupilation  Stacking and Splitting Arrays  Copies and Views : no copy, shallow copy , deep copy  Indexing : Arrays of Indices, Boolean Arrays
  4. 4. © 2018 DataMites™. All Rights Reserved | www.datamites.com Module 3: Pandas Package 4  Importing Pandas  Pandas overview  Object Creation : Series Object , DataFrame Object  View Data  Selecting data by Label and Position  Data Slicing  Boolean Indexing  Setting Data
  5. 5. © 2018 DataMites™. All Rights Reserved | www.datamites.com Module 4: Data Mugging with Pandas 5  Applying functions to data  Histogramming  String Methods  Merge Data : Concat, Join and Append  Grouping & Aggregation  Reshaping  Analysing Data for missing values  Filling missing values: fill with constant, forward filling, mean  Removing Duplicates  Transforming Data
  6. 6. © 2018 DataMites™. All Rights Reserved | www.datamites.com Module 4: Data Mugging with Pandas ..2 6  Droping Data  Sorting Data  Pivot Tables  Time Series  Categoricals  Ploting Data  Import and Export Data
  7. 7. © 2018 DataMites™. All Rights Reserved | www.datamites.com Module 5: Statistics with Pandas 7  Descriptive Statistics : Sum, Mean, Median, Variance, Standard Deviation  Summarizing Categorical Data  Plotting with Pandas  Correlation : Continuous and Categorical ( Pearson Corr Coff)  Chi-Square test for independence  Normalizing & Standarding
  8. 8. © 2018 DataMites™. All Rights Reserved | www.datamites.com Module 6: Visualization with MatPlotLib & Seaborn 8  Importing MatPlotLib & Seaborn Libraries  Creating basic chart : Line Chart, Bar Charts and Pie Charts  Ploting from Pandas object  Saving a plot  Object Oriented Plotting : Setting axes limits and ticks  Multiple Plots  Plot Formatting : Custom Lines, Markers, Labels, Annotations, Colors  Satistical Plots with Seaborn
  9. 9. © 2018 DataMites™. All Rights Reserved | www.datamites.com  This is a standard syllabus as per Accreditation Body, IABAC™ International Association of Business Analytics (USA).  The syllabus can be customized on request for corporate clients to suit their training requirements.  The certification exam will be based on the IABAC™ Syllabus. End of the Syllabus DataMites™ is a global institute of Data Science, Machine Learning and Artificial Intelligence Training and Consulting for individuals and Corporate. For courses enquires Call : +1 415 8522477 (USA) | 1800 200 6848 (India Toll Free) Email : enquiry@datamites.com | Corporate Clients : corp@datamites.com If you are looking for Machine Learning training in Bangalore please visit: http://datamites.com/python-training/courses-bangalore/

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