When does class start/end?
Class hours may vary, please reach out to contact@ascendientlearning.com if you have any questions.
Applied Data Science Concepts with Python
Empower your team with data-driven thinking to make better decisions and solve complex problems. This Python for data science course provides a practical introduction to data science concepts and...
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$1,500 USD
Duration
2 days
Course Code
DS-1201
Available Formats
Classroom, Virtual
Overview
Empower your team with data-driven thinking to make better decisions and solve complex problems. This Python for data science course provides a practical introduction to data science concepts and tools, covering key topics such as data manipulation, exploratory data analysis, and predictive AI. Participants learn how to use Python libraries like Pandas and scikit-learn to analyze data, build predictive models, and evaluate their performance. Hands-on labs expose them to realistic challenges and helpful solutions. By the end of the course, they are equipped to apply data science techniques to real-world challenges.
Skills Gained
By the end of this course, participants will be able to:
- Use standard data science libraries to increase code reuse and portability
- Clean and preprocess data to uncover actionable business insights
- Visualize data to effectively communicate strategic trends and patterns
- Develop AI models to improve operational efficiency and reduce costs
- Explore advanced AI techniques to gain a competitive advantage in the market
Who Can Benefit
- Data Scientists & Analysts
- Software Developers
Prerequisites
- Practical Python Experience
Course Details
Software
All attendees must have a modern web browser and an Internet connection.
Python for Data Science
- Introduction to Python for Data Science
- Overview of Data Science Tools
- Setting Up the Environment
- Jupyter Notebooks
- Practical Work with Pandas Series and DataFrames
Data Science Fundamentals
- What is Data Science?
- Data Science Workflow
- Introduction to Machine Learning
- Ethical Considerations in Data Science
- Data Manipulation with Pandas
- Data Types and Structures
- Feature Engineering
Data Wrangling & Visualization
- Exploratory Data Analysis (EDA) with Pandas
- Data Cleaning
- Summarizing Data
- Visual Exploratory Data Analysis (EDA) with Pandas
- Combining Data Wrangling with Visual EDA
- Multivariate Plots
- Univariate Plots
Applied Data Science with Pandas & Scikit-Learn
- Introduction to Data Science
- Numpy Refresher
- Steps in the Basic ML Pipeline
- Further Refinement of ML Predictions
- Model Selection
- Evaluation Metrics
Basics of Predictive AI
- Defining Machine Learning, AI, Predictive AI, and Generative AI
- Overview of Neural Networks
- The Machine Learning Workflow
- Data Collection, Exploration, and Preprocessing
- Model Training, Evaluation, and Selection
- Model Deployment and Monitoring
- Applications of Predictive AI
- Challenges in Machine Learning
Predictive AI with Scikit-Learn
- Getting Started with Scikit-Learn for Predictive AI
- Important Algorithms in Scikit-Learn
- Data Preparation for Scikit-Learn
- Evaluating Models in Scikit-Learn
- Deploying Predictive Models with Scikit-Learn
- Using Cross-Validation
- Tuning Hyperparameters
Schedule
1 options available
-
Jul 16, 2025 - Jul 17, 2025 (2 days)
Live Virtual | 9:00AM – 5:00PM EDT Language English Select from 1 options below Live Virtual |9:00AM – 5:00PM EDT- Enroll
- Enroll Add to quote
FAQ
Does the course schedule include a Lunchbreak?
Classes typically include a 1-hour lunch break around midday. However, the exact break times and duration can vary depending on the specific class. Your instructor will provide detailed information at the start of the course.
What languages are used to deliver training?
Most courses are conducted in English, unless otherwise specified. Some courses will have the word "FRENCH" marked in red beside the scheduled date(s) indicating the language of instruction.
What does GTR stand for?
GTR stands for Guaranteed to Run; if you see a course with this status, it means this event is confirmed to run. View our GTR page to see our full list of Guaranteed to Run courses.
How do I find an Ascendient Learning training location?
We have training locations across the United States and Canada - View a complete list of classroom training locations.
Which delivery formats are available?
At Ascendient Learning, we offer training that is Instructor-Led, Online, Virtual, and Self-Paced.
Does Ascendient Learning deliver group training?
Yes, we provide training for groups, individuals and private on sites. View our group training page for more information.
What does vendor-authorized training mean?
As a vendor-authorized training partner, we offer a curriculum that our partners have vetted. We use the same course materials and facilitate the same labs as our vendor-delivered training. These courses are considered the gold standard and, as such, are priced accordingly.
Is the training too basic, or will you go deep into technology?
It depends on your requirements, your role in your company, and your depth of knowledge. The good news about many of our learning paths, you can start from the fundamentals to highly specialized training.
How up-to-date are your courses and support materials?
We continuously work with our vendors to evaluate and refresh course material to reflect the latest training courses and best practices.
Are your instructors seasoned trainers who have deep knowledge of the training topic?
Ascendient Learning instructors have an average of 27 years of practical IT experience and have also served as consultants for an average of 15 years. To stay current, instructors spend at least 25 percent of their time learning new, emerging technologies and courses.
Do you provide hands-on training and exercises in an actual lab environment?
Lab access is dependent on the vendor and the type of training you sign up for. However, many of our top vendors will provide lab access to students to test and practice. The course description will specify lab access.
Will you customize the training for our company’s specific needs and goals?
We will work with you to identify training needs and areas of growth. We offer a variety of training methods, such as private group training, on-site of your choice, and virtually. We provide courses and certifications that are aligned with your business goals.
How do I get started with certification?
Getting started on a certification pathway depends on your goals and the vendor you choose to get certified in. Many vendors offer entry-level IT certification to advanced IT certification that can boost your career. To get access to certification vouchers and discounts, please contact info@ascendientlearning.com.
Will I get access to content after I complete a course?
You will get access to the PDF of course books and guides, but access to the recording and slides will depend on the vendor and type of training you receive.
How do I request a W9 for Ascendient Learning?
View our filing status and how to request a W9.
Reviews
ExitCertified provided a very organized way to learn and provided materials to follow along.
great class and packed with material, would have lived to spread it more into many days but overall very informative.
ExitCertified was a great. They gave me all the materials and information I needed ahead of time to prepare for the course.
They were very good. They made sure everyone was able to get into the training and got all of the material needed for class.
Provided good amount of material and a great instructor to teach the material.
