Whether you are a beginner to Python or wish to refine your coding skills, this personalized data science course is the perfect opportunity to learn!
Python is the go-to language for data science, and for good reason. With Python, you can get into automation, data analysis, data science, machine learning and even artificial intelligence. In this 6-month private online course, a professional instructor will guide you through the essential tenets of Python and customize the class to your needs.
Course Outline:
Module I
- Introduction to data science
- Data Science Overview, Data Science project cycle, Data Extraction, Data Analytics Overview
- Statistical Analysis and Business Applications
- Project: Creating and analyzing csv files
Module II
- Python programming
- Basic concepts, OOP, JSON parsing, modules functions, exception handling
- Mathematical Computing with Python (NumPy)
- Scientific computing with Python (Scipy)
- Data Manipulation with Pandas
- Handling CSV files - Querying, Creating plots, data processing
Module III
- Mathematics
- Probability and statistics, Linear algebra, Differential calculus.
Module IV
- Machine learning
- Machine Learning with Scikit–Learn, Representation and Generalization
- Supervised Learning-Support-vector machines
- Linear regression, Logistic regression
- Linear discriminant analysis
- K-nearest neighbor algorithm
- Unsupervised learning-K-means clustering, KNN (k-nearest neighbors), Hierarchical clustering
Module V
- Data Visualization and analysis
Natural Language Processing with Scikit - Data Visualization in Python using matplotlib, seaborn
- Web Scraping with Beautiful Soup, Tableau, Power BI Feature Engineering
- Data Wrangling
- Exploratory Data analysis
Module VI
- Deployment
- Flask
- AWS
Materials:
All materials will be provided
Validity Period:
All sessions are valid for 6 months upon booking
Age Requirements:
18 and older
Additional Info:
- Upon completion of the program, participants will receive a KHDA-approved certificate as well as an Advanced Certificate from Jain University and UK certification
- An in-person option is also available for this class. Contact our toll-free number 800 3337 for more information
Location:
Via Zoom
Online Class
Dubai
