Predictive Analytics program - Using Orange

Languages
English + Gujarati + Hindi + Telugu
Batch Size
20-25
Duration
60 hours
Investment
$$$$$
Request Training Proposal

Course Contents

  • Learn about foundation in data science, using a structured methodology, including working on exploratory data analysis, data wrangling and preprocessing.
  • The learners will be able to build Supervised and Unsupervised Learning models without coding. 
  • As a Data Scientist, you will be learning the importance of Machine Learning and its implementation without having to code in python programming language.
  • Predictive Analytics falls under the broad umbrella of data analytics. The four-pillar approach of 
    • Descriptive Analytics - What Happened?
    • Diagnostic Analytics - Why Did it Happen?
    • Predictive Analytics - What Happens If? 
    • Prescriptive Analytics - How to Make it Happen
  • While Descriptive Analytics talk about how the things are going currently, Predictive Analytics forecasts the future performance. This next generation analytics technique extends beyond measuring and describing the past to predicting what is likely to happen in future. Predictive Analytics forms the basis of Data Science. 
  • Participants are required to work on minimum one project

  1. Statistics for Data Science
  2. Python for Data Analysis and Data Preprocessing
  3. Exploratory Data Analysis (BoxPlot, Histogram, Scatterplot, Violinplot, Heatmap, Line plot, Mosaic Display)
  4. Machine Learning Algorithms using Python
  5. Supervised Learning
  6. Regression/Prediction and Classification  models
  7. Logistics, KNN, Decision Trees, Random  Forest Naïve Bayes 
  8. Unsupervised Learning
  9. Clustering, Recommendation Engine
  10. K- Means, SVM, PCA
  11. Model Evaluation Techniques
  12. Model Improvement Techniques
  13. Model Deployment using Orange
  14. Use of Tree Viewer, Nomogram, Confusion Matrix

Who Can Take This Course? Anyone and everyone who loves numbers and computer codes! From students to working professionals and data analysts and machine learning specialists, this course is open to all.

  • Basic computer skills 
  • An understanding of high school mathematics or statistics (don’t worry, it’s not as scary as it sounds!)
  • A strong zeal to learn and upskill yourself. Inquisitiveness and passion are the key!

Instructor Profile

instructor_image

Expert in Lean Six Sigma | Data Scientist | Predictive Analytics | Storytelling with Data |Certified as LSS Master Black Belt by Indian Statistical Institute

This course includes:

  • 100% Online Sessions
  • Instructor led
  • Customizable Syllabus
  • Customizable Schedule
  • Certificate of Completion
  • Training Recordings
  • Training Resources
  • Learner Assessment
Request Training Proposal

StepUpwards Training Requirement Form

Please complete this form so we can get back to you with a training proposal.

By clicking "Submit", you agree to our Terms of Use , Privacy Policy and Service Agreement

Individuals younger than 18 years of age, but of the required age for consent to use online services, as per applicable law in their country of residence may set up an account and enroll in appropriate courses through their parent or guardian. Individuals younger than the required age for consent to use online services may not use the Services offered by StepUpwards Platform. For more details, please refer to our Privacy Policy.