Data Analyst
Master data analysis using Python, pandas, NumPy, data visualization, and real-world projects.
Lectures -47
Duration -19.5 hours
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Course Description
Unlock the power of data with our comprehensive "Data Analyst with Python" course. Designed for aspiring data analysts and professionals looking to enhance their skills, this course offers a deep dive into data analysis using Python, one of the most versatile and in-demand programming languages in the industry.
What You'll Learn:
Introduction to Data Analysis:
- Understanding the role of a data analyst
- Overview of the data analysis process
Python for Data Analysis:
- Setting up your Python environment
- Core Python programming concepts
- Libraries essential for data analysis (NumPy, Pandas, Matplotlib, Seaborn)
Data Wrangling:
- Importing and exporting data
- Cleaning and preprocessing data
- Handling missing values and outliers
Exploratory Data Analysis (EDA):
- Descriptive statistics
- Data visualization techniques
- Identifying patterns and insights
Data Manipulation with Pandas:
- Data frames and series manipulation
- Merging, joining, and concatenating data
- Grouping and aggregating data
Data Visualization:
- Creating insightful plots with Matplotlib
- Advanced visualization techniques with Seaborn
- Customizing and interpreting visual data
Statistical Analysis:
- Basic statistical concepts
- Hypothesis testing
- Correlation and regression analysis
Machine Learning for Data Analysis:
- Introduction to machine learning
- Implementing simple models with Scikit-Learn
- Evaluating model performance
Real-World Projects:
- Hands-on projects to apply your skills
- Analyzing datasets from various domains
- Presenting your findings effectively
Course Features:
- Expert Instructors: Learn from industry experts with real-world experience.
- Interactive Content: Engage with quizzes, assignments, and projects to reinforce learning.
- Certificate of Completion: Receive a certificate upon completing the course to showcase your skills.
- Placement Assistance: Benefit from our placement training to kickstart your career as a data analyst.
Who Should Enroll:
- Aspiring data analysts and scientists
- Professionals seeking to enhance their data analysis skills
- Students and graduates in computer science, statistics, or related fields
- Anyone interested in leveraging data to make informed decisions
Goals
By the end of this course, participants will be able to:
Master Python for Data Analysis:
- Develop proficiency in Python programming specifically tailored for data analysis tasks.
Effectively Collect and Manage Data:
- Gain expertise in importing, cleaning, and managing large datasets using Python libraries.
Perform In-Depth Data Exploration:
- Conduct thorough exploratory data analysis (EDA) to uncover patterns, trends, and insights.
Utilize Advanced Data Manipulation Techniques:
- Employ advanced data manipulation techniques using Pandas to prepare data for analysis.
Create Compelling Data Visualizations:
- Design and interpret a variety of data visualizations to effectively communicate insights.
Apply Statistical Analysis Methods:
- Implement fundamental statistical analysis methods to validate findings and support data-driven decisions.
Build and Evaluate Machine Learning Models:
- Apply basic machine learning models to real-world data and evaluate their performance using Scikit-Learn.
Work on Real-World Projects:
- Engage in hands-on projects that simulate real-world data analysis scenarios, enhancing practical skills and experience.
Present Data-Driven Insights:
- Develop the ability to present data-driven insights clearly and persuasively to stakeholders.
Prepare for a Career in Data Analytics:
- Acquire the skills and knowledge required to pursue a successful career as a data analyst, including job readiness and placement support.
These goals will ensure that participants not only understand the theoretical aspects of data analysis with Python but also gain practical skills that are directly applicable to their careers and projects.
Prerequisites
To ensure participants can fully engage with the course content and achieve the best learning outcomes, the following prerequisites are recommended:
Basic Understanding of Programming:
- Familiarity with basic programming concepts such as variables, loops, and conditionals.
- Previous experience with any programming language is beneficial, but not mandatory.
Basic Mathematical Skills:
- Understanding of basic mathematical concepts, including algebra and statistics.
- Understanding of basic mathematical concepts, including algebra and statistics.
Interest in Data Analysis:
- A keen interest in working with data, analyzing datasets, and drawing meaningful insights.
- A keen interest in working with data, analyzing datasets, and drawing meaningful insights.
Willingness to Learn:
- Open-mindedness and eagerness to learn new tools, techniques, and concepts related to data analysis.
While prior experience with Python is advantageous, it is not required. The course will provide an introduction to Python programming tailored for data analysis, ensuring that all participants can follow along regardless of their prior experience.
Curriculum
Check out the detailed breakdown of what’s inside the course
Module 1: Introduction to Business and Data
1 Lectures
- Introduction to Bussiness and Data 17:26 17:26
Module 2: Python Basics and Jupyter Notebooks
3 Lectures
Module 3: Basic Python Syntax
9 Lectures
Module 4: Functions and Sequences
6 Lectures
Module 5: Object-Oriented Programming (OOP) and NumPy
6 Lectures
Module 6: pandas Library and Data Manipulation
3 Lectures
Module 7: Working with Files and Data Importing
3 Lectures
Module 8: Data Cleaning and Preprocessing
8 Lectures
Module 9: Exploratory Data Analysis (EDA)
2 Lectures
Module 10: Advanced Topics
2 Lectures
Module 11: Capstone Project
4 Lectures
Instructor Details
Selfcode Academy
At SelfCode Academy, we are more than just an educational platform; we are the gateway to unlocking the world of coding and technology. As a premier EdTech brand, we are dedicated to empowering individuals with the skills and knowledge they need to thrive in the digital age.
Our mission is to demystify the world of coding and make it accessible to everyone, regardless of their background or prior experience. We understand that technology is shaping the future, and coding is its language. That's why we have curated a range of comprehensive coding courses that cater to beginners, intermediate learners, and even seasoned programmers looking to upskill.
What sets SelfCode Academy apart is our commitment to excellence in education. Our courses are meticulously designed by industry experts to ensure relevance, practicality, and engagement. Through our user-friendly online platform, learners can access a variety of programming languages, development tools, and project-based learning opportunities.
We recognize that each individual learns at their own pace, which is why our courses are self-paced, allowing learners to progress in a way that suits their schedule and preferences. We provide a supportive learning environment with dedicated instructors, a vibrant community forum, and interactive resources that facilitate both independent and collaborative learning.
At SelfCode Academy, we believe that coding is not just a skill, but a mindset that fosters creativity, problem-solving, and innovation. Our vision is to equip learners with the ability to turn their ideas into tangible digital solutions, whether it's building websites, developing apps, or shaping the technologies of tomorrow.
Join us on a transformative journey where you'll gain more than just coding skills – you'll gain the confidence to navigate a tech-driven world and make your mark on it. Welcome to SelfCode Academy, where your coding aspirations become a reality.
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