Data Analysis with Python

Python for Data Analysis course teaches individuals how to use Python programming language for data analysis. The Python for Data Analysis course covers the use of Python libraries and frameworks for data manipulation, cleaning, and visualization, including Pandas, NumPy, and Matplotlib. Participants in this Python for Data Analysis training program will learn to use Python for working with structured and unstructured data, as well as the approaches to applying statistical and machine-learning techniques to data.

ELIGIBILITY

The Python for Data Analysis course is for those with little to no programming experience as well as for individuals who are already familiar with Python but wish to deepen their understanding of its application to data analysis. Anyone interested in data analysis and wishing to improve their grasp of the fundamentals of Python for data analysis is suitable for this Python for Data Analysis course.

CAREER OPPORTUNITIES

Market Trends

According to the U.S. Bureau of Labor Statistics, there will be plenty of job opportunities for data analysts in the upcoming years. Data analysis is a promising industry with a promising employment outlook, as it is predicted that the employment of data analysts will grow by 11% between 2019 and 2029, which is much more than the mean for all occupations.

Salary Trends

The demand for data analysts is increasing across many industries due to the growing significance of data-driven decision-making. The salary of data analysis professionals is directly impacted by how quickly the field is developing and becoming more competitive. According to Glassdoor, PayScale, and Indeed salary surveys, the typical monthly salary for a data analyst in Dubai is between AED 12,000 and AED 15,000.

Demand And Opportunities

Big data, machine learning, cloud computing, business intelligence, and data visualization are all areas of the expanding field of data analysis with numerous job opportunities. This certification is a wise career investment due to the rising demand for skilled data analysts and data scientists who are proficient in Python.

ACCREDITATION

Our Python for Data Analysis course is accredited by ISO 9001: 2015 and the Knowledge and Human Development Authority (KHDA).

ALUMNI

Our academy graduates of the Python for Data Analysis course are placed successfully in some top-notch companies in Dubai like Jumeirah, Aramex, Airarabia, Damac, Emaar, etc. They are entrepreneurs, career changers, and lifelong learners.

COURSE OUTLINE:

Module 1: Importing Datasets

• The Problem
• Understanding the Data
• Python Packages for Data Science
• Importing and Exporting Data in Python
• Getting Started Analyzing Data in Python
• Accessing Databases with Python

Module 2: Data Wrangling

• Preprocessing Data in Python
• Dealing with Missing Values in Python
• Data Formatting in Python
• Data Normalization in Python
• Binning in Python
• Turning categorical variables into quantitative variables in Python

Module 3: Exploratory Data Analysis

• Exploratory Data Analysis
• Descriptive Statistics
• GroupBy in Python
• Correlation
• Correlation - Statistics
• Association between two categorical variables: Chi-Square

Module 4: Model Development

• Model Development
• Linear Regression and Multiple Linear Regression
• Model Evaluation using Visualization
• Polynomial Regression and Pipelines
• Measures for In-Sample Evaluation
• Prediction and Decision Making

Module 5: Model Evaluation

• Model Evaluation and Refinement
• Overfitting, Underfitting and Model Selection
• Ridge Regression
• Grid Search

KEY TAKEAWAYS:

Successful completion of this Python for Data Analysis training program will enable you to:

• Learn Python programming from start to finish, including how to use it to manipulate data
• Learn how to manipulate, analyze, and display data using popular Python libraries like NumPy, Pandas, and Matplotlib
• Recognize fundamental statistical ideas and how to use them in Python data analysis
• Learn how to perform data exploration and visualization using Python, including how to produce different kinds of plots and charts
• Discover the newest tools, methods, and trends in data analysis
• learn how to use Python to extract meaning from data

WHY LEARNER’S POINT ACADEMY

In addition to being the top provider of the Python for Data Analysis course in Dubai, Learners Point Academy also assists professionals in developing the skill set required to build a successful career.

Our Python for Data Analysis course offers the following advantages:

• We look at actual situations that businesses must deal with when developing our Python for Data Analysis training program and also analyze practical needs
• Along with theoretical information, we emphasize real-world case studies to help you face reality and understand what will be expected of you as you perform in a demanding role
• Our bespoke Python for Data Analysis course also gives you practical experience by giving you assignments that are relevant to the real workplace
• We provide a guided learning experience in addition to group sessions to improve the quality of our Python for Data Analysis training program
• We also use a distinct method of career counseling so that individuals can be successfully hired as professionals