Data Science and AI for Beginners
For Beginners, students, and data enthusiasts
Skills you will gain:
The Data Science and AI for Beginners course introduces key concepts of data science and artificial intelligence, perfect for those just starting out. Over 6 weeks, you’ll learn how to handle data, understand machine learning basics, and use industry-standard AI tools. With no prior experience required, this program gives participants hands-on experience, ensuring a strong foundation in AI and data analysis.
By the end of this course, you’ll know how to work with data, apply AI techniques, and make informed, data-driven decisions.
Aim:
Program Objectives:
What you will learn?
Module 1: Introduction to Data Science (2 Weeks)
- Overview of data science and its role in AI
- Key techniques in data collection, cleaning, and analysis
- Structured vs. unstructured data explained
- Introduction to Python for data handling
- Hands-on project: Clean and explore a dataset
Module 2: Fundamentals of Machine Learning (2 Weeks)
- Supervised vs. unsupervised learning
- Key algorithms: Decision Trees, K-Nearest Neighbors, Linear Regression
- Using Scikit-learn to build machine learning models
- Evaluating model performance: metrics and error measurement
- Hands-on project: Predict housing prices using machine learning
Module 3: Core AI Tools – Pandas, NumPy, and Matplotlib (2 Weeks)
- Using Pandas for data manipulation
- NumPy for numerical computing and arrays
- Data visualization with Matplotlib: charts, graphs, and plots
- Hands-on project: Create a visual data report for business insights
Tools and Technologies
You’ll be working with:
- Python
- Pandas
- NumPy
- Matplotlib
- Scikit-learn
FAQs
Q: Do I need any prior knowledge?
A: No, this course is designed for complete beginners.
Q: Will I learn Python?
A: Yes, you will learn Python as part of the course, focusing on data manipulation and machine learning.
Q: How long do I have access to the materials?
A: You’ll have lifetime access to all course content, including videos and assignments.
Q: Will I get a certificate?
A: Yes, you’ll receive a certificate upon completing the course and the capstone project.
Intended For :
- Beginners who are curious about data science and AI.
- Students looking to learn basic data handling and machine learning.
- Anyone interested in understanding how data is analyzed and used in AI applications.
- Data enthusiasts who want hands-on experience with Python and AI tools.
Career Supporting Skills
