1 – Addressing Business Issues with Data Science
- Initiate a Data Science Project
- Formulate a Data Science Problem
2 – Extracting, Transforming, and Loading Data
- Extract Data
- Transform Data
- Load Data
3 – Analyzing Data
- Examine Data
- Explore the Underlying Distribution of Data
- Use Visualizations to Analyze Data
- Preprocess Data
4 – Designing a Machine Learning Approach
- Identify Machine Learning Concepts
- Test a Hypothesis
5 – Developing Classification Models
- Train and Tune Classification Models
- Evaluate Classification Models
6 – Developing Regression Models
- Train and Tune Regression Models
- Evaluate Regression Models
7 – Developing Clustering Models
- Train and Tune Clustering Models
- Evaluate Clustering Models
8 – Finalizing a Data Science Project
- Communicate Results to Stakeholders
- Demonstrate Models in a Web App
- Implement and Test Production Pipelines
- Use data science principles to address business issues.
- Apply the extract, transform, and load (ETL) process to prepare datasets.
- Use multiple techniques to analyze data and extract valuable insights.
- Design a machine learning approach to address business issues.
- Train, tune, and evaluate classification models.
- Train, tune, and evaluate regression and forecasting models.
- Train, tune, and evaluate clustering models.
- Finalize a data science project by presenting models to an audience, putting models into production, and monitoring model performance.
No special prerequisites for this course provided. If you are unsure whether you might need to take another course first, please contact us to discuss.
Ten (10) business days’ notice is required to reschedule a class with no additional fees. Notify TOPTALENT LEARNING as soon as possible at 469-721-6100 or by written notification to info@toptalentlearning.com to avoid rescheduling penalties.
Please contact our team at 469-721-6100; we will gladly guide you through the online purchasing process.
You will receive a receipt and an enrollment confirmation sent to the email you submitted at purchase. Your enrollment email will have instructions on how to access the class. Any additional questions our team is here to support you. Please call us at 469-721-6100.
If a student is 15 minutes late, they risk losing their seat to a standby student. If a student is 30 minutes late or more, they will need to reschedule. A no-show fee will apply. Retakes are enrolled on a stand-by basis. The student must supply previously issued courseware. Additional fees may apply.
You will receive a ‘Certificate of Completion’ once you complete the class. If you purchased an exam voucher for the class, a team member from TOPTALENT LEARNING will reach out to discuss your readiness for the voucher and make arrangements to send it.