Python Programming Advanced Aptech Computer Training
Price: AED 2,000
Instructor led live virtual classroom online. Classes may be individual or in group.

    Course details

    Python Programming - Data Sciences

    Introduction to NumPy      

    1. Understanding Data Types in  Python
      1. Arrays in Python
      2. Fixed Type Arrays
      3. NumPy Standard Data Types
    2. Basics of NumPy Arrays
      1. NumPy Array Attribute
      2. Array Indexing and Slicing
      3. Fancy Indexing
      4. Reshaping Array
      5. Array Concatenation and Splitting
      6. Aggregation on Arrays
    3. Comparisons, Masks, and Boolean Logic on Arrays
    4. Sorting Arrays
    5. Computation on NumPy Arrays: Universal Function
    Data Manipulation with Pandas

    1. Introduction to Pandas Objects
      1. The Pandas Series Objects
      2. The Pandas DataFrame Objects
      3. The Pandas Index Objects
    2. Data Indexing and Selection
      1. Data Selection in series
      2. Data Selection in DataFrame
    3. Operating on Data in Pandas
      1. Ufuncs: Index Preservation
      2. Ufuncs: Index Alignment
      3. Ufuncs: Operation between DataFrame and Series
    4. Operating Null Values
    5. Hierarchical Indexing
      1. A Multiply Indexed Series
      2. Methods of MultiIndex Creation
      3. Indexing and Slicing a MultiIndex
      4. Rearranging Multi-Indices
    6. Combining Datasets: Concat and Append
    7. Combining Datasets: Merge and join
    8. Aggregation and Grouping
    9. Vectorized String Operators
    10. Working with Time Series
    11. High Performance Pandas: eval() and query()
    Visualization with Matplotlib

    1. Importing Matplotlib
    2. Setting styles
    3. Simple Line Plots
    4. Simple Scatter Plots
    5. Visualizing Error
    6. Density and Contour Plots
    7. Histograms, Binning and Density
    8. Customizing Plot Legends
    9. Customizing Colorbars
    10. Multiple Subplots
    11. Text and Annotation
    12. Customizing Ticks

    Updated on 07 June, 2023

    Eligibility / Requirements

    knowledge of Python Programming,Programming knowledge

    About Aptech Computer Training

    Aptech Computer Training is among the leaders in career education in the Dubai & Sharjah. The company focuses on career development for students and working professionals. In addition, Aptech Computer Training also offers various training services to large companies to help develop the skills of their employees.

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